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ORCIDBibTeX records: Barbara Hammer
@inproceedings{DBLP:conf/aaai/MuschalikFHH24,
author = {Maximilian Muschalik and
Fabian Fumagalli and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
editor = {Michael J. Wooldridge and
Jennifer G. Dy and
Sriraam Natarajan},
title = {Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions
for Tree Ensembles},
booktitle = {Thirty-Eighth {AAAI} Conference on Artificial Intelligence, {AAAI}
2024, Thirty-Sixth Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2024, Fourteenth Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2014, February 20-27, 2024, Vancouver,
Canada},
pages = {14388--14396},
publisher = {{AAAI} Press},
year = {2024},
url = {https://doi.org/10.1609/aaai.v38i13.29352},
doi = {10.1609/AAAI.V38I13.29352},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MuschalikFHH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/AshrafSHH24,
author = {Inaam Ashraf and
Janine Strotherm and
Luca Hermes and
Barbara Hammer},
editor = {Michael J. Wooldridge and
Jennifer G. Dy and
Sriraam Natarajan},
title = {Physics-Informed Graph Neural Networks for Water Distribution Systems},
booktitle = {Thirty-Eighth {AAAI} Conference on Artificial Intelligence, {AAAI}
2024, Thirty-Sixth Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2024, Fourteenth Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2014, February 20-27, 2024, Vancouver,
Canada},
pages = {21905--21913},
publisher = {{AAAI} Press},
year = {2024},
url = {https://doi.org/10.1609/aaai.v38i20.30192},
doi = {10.1609/AAAI.V38I20.30192},
timestamp = {Tue, 02 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/AshrafSHH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KolpaczkiMFHH24,
author = {Patrick Kolpaczki and
Maximilian Muschalik and
Fabian Fumagalli and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
editor = {Sanjoy Dasgupta and
Stephan Mandt and
Yingzhen Li},
title = {{SVARM-IQ:} Efficient Approximation of Any-order Shapley Interactions
through Stratification},
booktitle = {International Conference on Artificial Intelligence and Statistics,
2-4 May 2024, Palau de Congressos, Valencia, Spain},
series = {Proceedings of Machine Learning Research},
volume = {238},
pages = {3520--3528},
publisher = {{PMLR}},
year = {2024},
url = {https://proceedings.mlr.press/v238/kolpaczki24a.html},
timestamp = {Mon, 13 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KolpaczkiMFHH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/biostec/GrimmelsmannMV024,
author = {Nils Grimmelsmann and
Malte Mechtenberg and
Markus Vieth and
Alexander Schulz and
Barbara Hammer and
Axel Schneider},
editor = {Maria Pedro Guarino and
Kazuhiro Hotta and
Malik Yousef and
Hui Liu and
Giovanni Saggio and
Ana L. N. Fred and
Hugo Gamboa},
title = {Predicting the Level of Co-Activation of One Muscle Head from the
Other Muscle Head of the Biceps Brachii Muscle by Linear Regression
and Shallow Feedforward Neural Networks},
booktitle = {Proceedings of the 17th International Joint Conference on Biomedical
Engineering Systems and Technologies, {BIOSTEC} 2024, Volume 1, Rome,
Italy, February 21-23, 2024},
pages = {611--621},
publisher = {{SCITEPRESS}},
year = {2024},
url = {https://doi.org/10.5220/0012368700003657},
doi = {10.5220/0012368700003657},
timestamp = {Tue, 07 May 2024 20:01:01 +0200},
biburl = {https://dblp.org/rec/conf/biostec/GrimmelsmannMV024.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/Schroder0HH24,
author = {Sarah Schr{\"{o}}der and
Alexander Schulz and
Fabian Hinder and
Barbara Hammer},
editor = {Modesto Castrill{\'{o}}n Santana and
Maria De Marsico and
Ana L. N. Fred},
title = {Semantic Properties of Cosine Based Bias Scores for Word Embeddings},
booktitle = {Proceedings of the 13th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2024, Rome, Italy, February 24-26,
2024},
pages = {160--168},
publisher = {{SCITEPRESS}},
year = {2024},
url = {https://doi.org/10.5220/0012577200003654},
doi = {10.5220/0012577200003654},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/Schroder0HH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/VaquetHH24,
author = {Valerie Vaquet and
Fabian Hinder and
Barbara Hammer},
editor = {Modesto Castrill{\'{o}}n Santana and
Maria De Marsico and
Ana L. N. Fred},
title = {Investigating the Suitability of Concept Drift Detection for Detecting
Leakages in Water Distribution Networks},
booktitle = {Proceedings of the 13th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2024, Rome, Italy, February 24-26,
2024},
pages = {296--303},
publisher = {{SCITEPRESS}},
year = {2024},
url = {https://doi.org/10.5220/0012361200003654},
doi = {10.5220/0012361200003654},
timestamp = {Tue, 02 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/VaquetHH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/HinderVH24,
author = {Fabian Hinder and
Valerie Vaquet and
Barbara Hammer},
editor = {Ioanna Miliou and
Nico Piatkowski and
Panagiotis Papapetrou},
title = {A Remark on Concept Drift for Dependent Data},
booktitle = {Advances in Intelligent Data Analysis {XXII} - 22nd International
Symposium on Intelligent Data Analysis, {IDA} 2024, Stockholm, Sweden,
April 24-26, 2024, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {14641},
pages = {77--89},
publisher = {Springer},
year = {2024},
url = {https://doi.org/10.1007/978-3-031-58547-0\_7},
doi = {10.1007/978-3-031-58547-0\_7},
timestamp = {Sat, 04 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ida/HinderVH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-01733,
author = {Valerie Vaquet and
Fabian Hinder and
Barbara Hammer},
title = {Investigating the Suitability of Concept Drift Detection for Detecting
Leakages in Water Distribution Networks},
journal = {CoRR},
volume = {abs/2401.01733},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.01733},
doi = {10.48550/ARXIV.2401.01733},
eprinttype = {arXiv},
eprint = {2401.01733},
timestamp = {Mon, 15 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-01733.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-12069,
author = {Maximilian Muschalik and
Fabian Fumagalli and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
title = {Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions
for Tree Ensembles},
journal = {CoRR},
volume = {abs/2401.12069},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.12069},
doi = {10.48550/ARXIV.2401.12069},
eprinttype = {arXiv},
eprint = {2401.12069},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-12069.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-13371,
author = {Patrick Kolpaczki and
Maximilian Muschalik and
Fabian Fumagalli and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
title = {{SVARM-IQ:} Efficient Approximation of Any-order Shapley Interactions
through Stratification},
journal = {CoRR},
volume = {abs/2401.13371},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.13371},
doi = {10.48550/ARXIV.2401.13371},
eprinttype = {arXiv},
eprint = {2401.13371},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-13371.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-15499,
author = {Sarah Schr{\"{o}}der and
Alexander Schulz and
Fabian Hinder and
Barbara Hammer},
title = {Semantic Properties of cosine based bias scores for word embeddings},
journal = {CoRR},
volume = {abs/2401.15499},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.15499},
doi = {10.48550/ARXIV.2401.15499},
eprinttype = {arXiv},
eprint = {2401.15499},
timestamp = {Tue, 06 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-15499.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-08290,
author = {Andr{\'{e}} Artelt and
Shubham Sharma and
Freddy L{\'{e}}cu{\'{e}} and
Barbara Hammer},
title = {The Effect of Data Poisoning on Counterfactual Explanations},
journal = {CoRR},
volume = {abs/2402.08290},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.08290},
doi = {10.48550/ARXIV.2402.08290},
eprinttype = {arXiv},
eprint = {2402.08290},
timestamp = {Mon, 19 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-08290.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-00820,
author = {Tristan Kenneweg and
Philip Kenneweg and
Barbara Hammer},
title = {Retrieval Augmented Generation Systems: Automatic Dataset Creation,
Evaluation and Boolean Agent Setup},
journal = {CoRR},
volume = {abs/2403.00820},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.00820},
doi = {10.48550/ARXIV.2403.00820},
eprinttype = {arXiv},
eprint = {2403.00820},
timestamp = {Tue, 02 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-00820.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-18506,
author = {Philip Kenneweg and
Leonardo Galli and
Tristan Kenneweg and
Barbara Hammer},
title = {Faster Convergence for Transformer Fine-tuning with Line Search Methods},
journal = {CoRR},
volume = {abs/2403.18506},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.18506},
doi = {10.48550/ARXIV.2403.18506},
eprinttype = {arXiv},
eprint = {2403.18506},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-18506.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-18519,
author = {Philip Kenneweg and
Tristan Kenneweg and
Barbara Hammer},
title = {Improving Line Search Methods for Large Scale Neural Network Training},
journal = {CoRR},
volume = {abs/2403.18519},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.18519},
doi = {10.48550/ARXIV.2403.18519},
eprinttype = {arXiv},
eprint = {2403.18519},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-18519.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-18547,
author = {Philip Kenneweg and
Sarah Schr{\"{o}}der and
Barbara Hammer},
title = {Neural Architecture Search for Sentence Classification with {BERT}},
journal = {CoRR},
volume = {abs/2403.18547},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.18547},
doi = {10.48550/ARXIV.2403.18547},
eprinttype = {arXiv},
eprint = {2403.18547},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-18547.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-18555,
author = {Philip Kenneweg and
Sarah Schr{\"{o}}der and
Alexander Schulz and
Barbara Hammer},
title = {Debiasing Sentence Embedders through Contrastive Word Pairs},
journal = {CoRR},
volume = {abs/2403.18555},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.18555},
doi = {10.48550/ARXIV.2403.18555},
eprinttype = {arXiv},
eprint = {2403.18555},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-18555.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-18570,
author = {Inaam Ashraf and
Janine Strotherm and
Luca Hermes and
Barbara Hammer},
title = {Physics-Informed Graph Neural Networks for Water Distribution Systems},
journal = {CoRR},
volume = {abs/2403.18570},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.18570},
doi = {10.48550/ARXIV.2403.18570},
eprinttype = {arXiv},
eprint = {2403.18570},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-18570.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-18872,
author = {Isaac Roberts and
Alexander Schulz and
Luca Hermes and
Barbara Hammer},
title = {Targeted Visualization of the Backbone of Encoder LLMs},
journal = {CoRR},
volume = {abs/2403.18872},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.18872},
doi = {10.48550/ARXIV.2403.18872},
eprinttype = {arXiv},
eprint = {2403.18872},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-18872.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-01317,
author = {Philip Kenneweg and
Alexander Schulz and
Sarah Schr{\"{o}}der and
Barbara Hammer},
title = {Intelligent Learning Rate Distribution to reduce Catastrophic Forgetting
in Transformers},
journal = {CoRR},
volume = {abs/2404.01317},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.01317},
doi = {10.48550/ARXIV.2404.01317},
eprinttype = {arXiv},
eprint = {2404.01317},
timestamp = {Wed, 08 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-01317.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aai/JakobAHH23,
author = {Jonathan Jakob and
Andr{\'{e}} Artelt and
Martina Hasenj{\"{a}}ger and
Barbara Hammer},
title = {Interpretable SAM-kNN Regressor for Incremental Learning on High-Dimensional
Data Streams},
journal = {Appl. Artif. Intell.},
volume = {37},
number = {1},
year = {2023},
url = {https://doi.org/10.1080/08839514.2023.2198846},
doi = {10.1080/08839514.2023.2198846},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/aai/JakobAHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/algorithms/StallmannH23,
author = {Dominik Stallmann and
Barbara Hammer},
title = {Unsupervised Cyclic Siamese Networks Automating Cell Imagery Analysis},
journal = {Algorithms},
volume = {16},
number = {4},
pages = {205},
year = {2023},
url = {https://doi.org/10.3390/a16040205},
doi = {10.3390/A16040205},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/algorithms/StallmannH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/LiuliakovHH23,
author = {Aleksei Liuliakov and
Luca Hermes and
Barbara Hammer},
title = {AutoML technologies for the identification of sparse classification
and outlier detection models},
journal = {Appl. Soft Comput.},
volume = {133},
pages = {109942},
year = {2023},
url = {https://doi.org/10.1016/j.asoc.2022.109942},
doi = {10.1016/J.ASOC.2022.109942},
timestamp = {Sat, 11 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/asc/LiuliakovHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fcomp/KuhlAH23,
author = {Ulrike Kuhl and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Let's go to the Alien Zoo: Introducing an experimental framework to
study usability of counterfactual explanations for machine learning},
journal = {Frontiers Comput. Sci.},
volume = {5},
year = {2023},
url = {https://doi.org/10.3389/fcomp.2023.1087929},
doi = {10.3389/FCOMP.2023.1087929},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fcomp/KuhlAH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HinderVBH23,
author = {Fabian Hinder and
Valerie Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
title = {Model-based explanations of concept drift},
journal = {Neurocomputing},
volume = {555},
pages = {126640},
year = {2023},
url = {https://doi.org/10.1016/j.neucom.2023.126640},
doi = {10.1016/J.NEUCOM.2023.126640},
timestamp = {Fri, 08 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/HinderVBH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/ArteltVH23,
author = {Andr{\'{e}} Artelt and
Roel Visser and
Barbara Hammer},
title = {"I do not know! but why?" - Local model-agnostic example-based
explanations of reject},
journal = {Neurocomputing},
volume = {558},
pages = {126722},
year = {2023},
url = {https://doi.org/10.1016/j.neucom.2023.126722},
doi = {10.1016/J.NEUCOM.2023.126722},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/ArteltVH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/FumagalliMHH23,
author = {Fabian Fumagalli and
Maximilian Muschalik and
Eyke H{\"{u}}llermeier and
Barbara Hammer},
title = {Incremental permutation feature importance (iPFI): towards online
explanations on data streams},
journal = {Mach. Learn.},
volume = {112},
number = {12},
pages = {4863--4903},
year = {2023},
url = {https://doi.org/10.1007/s10994-023-06385-y},
doi = {10.1007/S10994-023-06385-Y},
timestamp = {Sun, 10 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/FumagalliMHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/KennewegSH23,
author = {Philip Kenneweg and
Dominik Stallmann and
Barbara Hammer},
title = {Novel transfer learning schemes based on Siamese networks and synthetic
data},
journal = {Neural Comput. Appl.},
volume = {35},
number = {11},
pages = {8423--8436},
year = {2023},
url = {https://doi.org/10.1007/s00521-022-08115-2},
doi = {10.1007/S00521-022-08115-2},
timestamp = {Sat, 13 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nca/KennewegSH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/ArteltHVFH23,
author = {Andr{\'{e}} Artelt and
Fabian Hinder and
Valerie Vaquet and
Robert Feldhans and
Barbara Hammer},
title = {Contrasting Explanations for Understanding and Regularizing Model
Adaptations},
journal = {Neural Process. Lett.},
volume = {55},
number = {5},
pages = {5273--5297},
year = {2023},
url = {https://doi.org/10.1007/s11063-022-10826-5},
doi = {10.1007/S11063-022-10826-5},
timestamp = {Wed, 01 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/npl/ArteltHVFH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sncs/KummertSH23,
author = {Johannes Kummert and
Alexander Schulz and
Barbara Hammer},
title = {Metric Learning with Self-Adjusting Memory for Explaining Feature
Drift},
journal = {{SN} Comput. Sci.},
volume = {4},
number = {4},
pages = {376},
year = {2023},
url = {https://doi.org/10.1007/s42979-023-01782-5},
doi = {10.1007/S42979-023-01782-5},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sncs/KummertSH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosys/SchulteWRBH23,
author = {Christoph Schulte and
Sven Wagner and
Armin Runge and
Dimitrios Bariamis and
Barbara Hammer},
editor = {Eiko Yoneki and
Luigi Nardi},
title = {Best of both, Structured and Unstructured Sparsity in Neural Networks},
booktitle = {Proceedings of the 3rd Workshop on Machine Learning and Systems, EuroMLSys
2023, Rome, Italy, 8 May 2023},
pages = {104--108},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3578356.3592583},
doi = {10.1145/3578356.3592583},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eurosys/SchulteWRBH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/Artelt0H23,
author = {Andr{\'{e}} Artelt and
Alexander Schulz and
Barbara Hammer},
editor = {Maria De Marsico and
Gabriella Sanniti di Baja and
Ana L. N. Fred},
title = {"Why Here and not There?": Diverse Contrasting Explanations
of Dimensionality Reduction},
booktitle = {Proceedings of the 12th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2023, Lisbon, Portugal, February
22-24, 2023},
pages = {27--38},
publisher = {{SCITEPRESS}},
year = {2023},
url = {https://doi.org/10.5220/0011618300003411},
doi = {10.5220/0011618300003411},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/Artelt0H23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/HinderVBH23,
author = {Fabian Hinder and
Valerie Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
editor = {Maria De Marsico and
Gabriella Sanniti di Baja and
Ana L. N. Fred},
title = {On the Hardness and Necessity of Supervised Concept Drift Detection},
booktitle = {Proceedings of the 12th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2023, Lisbon, Portugal, February
22-24, 2023},
pages = {164--175},
publisher = {{SCITEPRESS}},
year = {2023},
url = {https://doi.org/10.5220/0011797500003411},
doi = {10.5220/0011797500003411},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/HinderVBH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/KennewegS0H23,
author = {Philip Kenneweg and
Sarah Schr{\"{o}}der and
Alexander Schulz and
Barbara Hammer},
editor = {Maria De Marsico and
Gabriella Sanniti di Baja and
Ana L. N. Fred},
title = {Debiasing Sentence Embedders Through Contrastive Word Pairs},
booktitle = {Proceedings of the 12th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2023, Lisbon, Portugal, February
22-24, 2023},
pages = {205--212},
publisher = {{SCITEPRESS}},
year = {2023},
url = {https://doi.org/10.5220/0011615300003411},
doi = {10.5220/0011615300003411},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/KennewegS0H23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/Schroder0KH23,
author = {Sarah Schr{\"{o}}der and
Alexander Schulz and
Philip Kenneweg and
Barbara Hammer},
editor = {Maria De Marsico and
Gabriella Sanniti di Baja and
Ana L. N. Fred},
title = {So Can We Use Intrinsic Bias Measures or Not?},
booktitle = {Proceedings of the 12th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2023, Lisbon, Portugal, February
22-24, 2023},
pages = {403--410},
publisher = {{SCITEPRESS}},
year = {2023},
url = {https://doi.org/10.5220/0011693700003411},
doi = {10.5220/0011693700003411},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/Schroder0KH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/AshrafHAH23,
author = {Inaam Ashraf and
Luca Hermes and
Andr{\'{e}} Artelt and
Barbara Hammer},
editor = {Bruno Cr{\'{e}}milleux and
Sibylle Hess and
Siegfried Nijssen},
title = {Spatial Graph Convolution Neural Networks for Water Distribution Systems},
booktitle = {Advances in Intelligent Data Analysis {XXI} - 21st International Symposium
on Intelligent Data Analysis, {IDA} 2023, Louvain-la-Neuve, Belgium,
April 12-14, 2023, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13876},
pages = {29--41},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-30047-9\_3},
doi = {10.1007/978-3-031-30047-9\_3},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ida/AshrafHAH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/HinderVBH23,
author = {Fabian Hinder and
Valerie Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
editor = {Bruno Cr{\'{e}}milleux and
Sibylle Hess and
Siegfried Nijssen},
title = {On the Change of Decision Boundary and Loss in Learning with Concept
Drift},
booktitle = {Advances in Intelligent Data Analysis {XXI} - 21st International Symposium
on Intelligent Data Analysis, {IDA} 2023, Louvain-la-Neuve, Belgium,
April 12-14, 2023, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13876},
pages = {182--194},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-30047-9\_15},
doi = {10.1007/978-3-031-30047-9\_15},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ida/HinderVBH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/KennewegGKH23,
author = {Philip Kenneweg and
Leonardo Galli and
Tristan Kenneweg and
Barbara Hammer},
title = {Faster Convergence for Transformer Fine-tuning with Line Search Methods},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2023, Gold
Coast, Australia, June 18-23, 2023},
pages = {1--8},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/IJCNN54540.2023.10192001},
doi = {10.1109/IJCNN54540.2023.10192001},
timestamp = {Fri, 18 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/KennewegGKH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isgteurope/QuakernackVHH23,
author = {Lars Quakernack and
Valerie Vaquet and
Barbara Hammer and
Jens Haubrock},
title = {A Sensor Fault Detection and Imputation Framework for Electrical Distribution
Grids},
booktitle = {{IEEE} {PES} Innovative Smart Grid Technologies Europe, {ISGT} {EUROPE}
2023, Grenoble, France, October 23-26, 2023},
pages = {1--5},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ISGTEUROPE56780.2023.10407843},
doi = {10.1109/ISGTEUROPE56780.2023.10407843},
timestamp = {Sat, 24 Feb 2024 13:29:08 +0100},
biburl = {https://dblp.org/rec/conf/isgteurope/QuakernackVHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/ViethSH23,
author = {Markus Vieth and
Alexander Schulz and
Barbara Hammer},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Extending Drift Detection Methods to Identify When Exactly the Change
Happened},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference
on Artificial Neural Networks, {IWANN} 2023, Ponta Delgada, Portugal,
June 19-21, 2023, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {14134},
pages = {92--104},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-43085-5\_8},
doi = {10.1007/978-3-031-43085-5\_8},
timestamp = {Sat, 14 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/ViethSH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/StrothermH23,
author = {Janine Strotherm and
Barbara Hammer},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Fairness-Enhancing Ensemble Classification in Water Distribution Networks},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference
on Artificial Neural Networks, {IWANN} 2023, Ponta Delgada, Portugal,
June 19-21, 2023, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {14134},
pages = {119--133},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-43085-5\_10},
doi = {10.1007/978-3-031-43085-5\_10},
timestamp = {Fri, 27 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/StrothermH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/SchroderSTFH23,
author = {Sarah Schr{\"{o}}der and
Alexander Schulz and
Ivan Tarakanov and
Robert Feldhans and
Barbara Hammer},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Measuring Fairness with Biased Data: {A} Case Study on the Effects
of Unsupervised Data in Fairness Evaluation},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference
on Artificial Neural Networks, {IWANN} 2023, Ponta Delgada, Portugal,
June 19-21, 2023, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {14134},
pages = {134--145},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-43085-5\_11},
doi = {10.1007/978-3-031-43085-5\_11},
timestamp = {Fri, 27 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/SchroderSTFH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/StahlhofenAHH23,
author = {Paul Stahlhofen and
Andr{\'{e}} Artelt and
Luca Hermes and
Barbara Hammer},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Adversarial Attacks on Leakage Detectors in Water Distribution Networks},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference
on Artificial Neural Networks, {IWANN} 2023, Ponta Delgada, Portugal,
June 19-21, 2023, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {14135},
pages = {451--463},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-43078-7\_37},
doi = {10.1007/978-3-031-43078-7\_37},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/StahlhofenAHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FumagalliMKHH23,
author = {Fabian Fumagalli and
Maximilian Muschalik and
Patrick Kolpaczki and
Eyke H{\"{u}}llermeier and
Barbara Hammer},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {{SHAP-IQ:} Unified Approximation of any-order Shapley Interactions},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/264f2e10479c9370972847e96107db7f-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/FumagalliMKHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MuschalikFHH23,
author = {Maximilian Muschalik and
Fabian Fumagalli and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
editor = {Danai Koutra and
Claudia Plant and
Manuel Gomez Rodriguez and
Elena Baralis and
Francesco Bonchi},
title = {iSAGE: An Incremental Version of {SAGE} for Online Explanation on
Data Streams},
booktitle = {Machine Learning and Knowledge Discovery in Databases: Research Track
- European Conference, {ECML} {PKDD} 2023, Turin, Italy, September
18-22, 2023, Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {14171},
pages = {428--445},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-43418-1\_26},
doi = {10.1007/978-3-031-43418-1\_26},
timestamp = {Sun, 24 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/MuschalikFHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/ArteltMPPH23,
author = {Andr{\'{e}} Artelt and
Kleanthis Malialis and
Christos G. Panayiotou and
Marios M. Polycarpou and
Barbara Hammer},
title = {Unsupervised Unlearning of Concept Drift with Autoencoders},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2023,
Mexico City, Mexico, December 5-8, 2023},
pages = {703--710},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SSCI52147.2023.10372001},
doi = {10.1109/SSCI52147.2023.10372001},
timestamp = {Fri, 26 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/ArteltMPPH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/FeldhansSKHSKARH23,
author = {Robert Feldhans and
Alexander Schulz and
Johannes Kummert and
Moriz Habigt and
Maike Stemmler and
Christina Kohler and
Dirk Abel and
Rolf Rossaint and
Barbara Hammer},
title = {Data Augmentation for Cardiovascular Time Series Data Using WaveNet},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2023,
Mexico City, Mexico, December 5-8, 2023},
pages = {836--841},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SSCI52147.2023.10371813},
doi = {10.1109/SSCI52147.2023.10371813},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/FeldhansSKHSKARH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/JakobHH23,
author = {Jonathan Jakob and
Martina Hasenj{\"{a}}ger and
Barbara Hammer},
title = {Incremental Human Gait Prediction without Catastrophic Forgetting},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2023,
Mexico City, Mexico, December 5-8, 2023},
pages = {1004--1011},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SSCI52147.2023.10371942},
doi = {10.1109/SSCI52147.2023.10371942},
timestamp = {Mon, 15 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/JakobHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/KummertSFHSKARH23,
author = {Johannes Kummert and
Alexander Schulz and
Robert Feldhans and
Moriz Habigt and
Maike Stemmler and
Christina Kohler and
Dirk Abel and
Rolf Rossaint and
Barbara Hammer},
title = {Generating Cardiovascular Data to Improve Training of Assistive Heart
Devices},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2023,
Mexico City, Mexico, December 5-8, 2023},
pages = {1292--1297},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SSCI52147.2023.10372030},
doi = {10.1109/SSCI52147.2023.10372030},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/KummertSFHSKARH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/xai/MuschalikFJHH23,
author = {Maximilian Muschalik and
Fabian Fumagalli and
Rohit Jagtani and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
editor = {Luca Longo},
title = {iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios},
booktitle = {Explainable Artificial Intelligence - First World Conference, xAI
2023, Lisbon, Portugal, July 26-28, 2023, Proceedings, Part {I}},
series = {Communications in Computer and Information Science},
volume = {1901},
pages = {177--194},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-44064-9\_11},
doi = {10.1007/978-3-031-44064-9\_11},
timestamp = {Tue, 28 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/xai/MuschalikFJHH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/xai/KuhlAH23,
author = {Ulrike Kuhl and
Andr{\'{e}} Artelt and
Barbara Hammer},
editor = {Luca Longo},
title = {For Better or Worse: The Impact of Counterfactual Explanations' Directionality
on User Behavior in xAI},
booktitle = {Explainable Artificial Intelligence - First World Conference, xAI
2023, Lisbon, Portugal, July 26-28, 2023, Proceedings, Part {III}},
series = {Communications in Computer and Information Science},
volume = {1903},
pages = {280--300},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-44070-0\_14},
doi = {10.1007/978-3-031-44070-0\_14},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/xai/KuhlAH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/ial/2023,
editor = {Mirko Bunse and
Barbara Hammer and
Georg Krempl and
Vincent Lemaire and
Alaa Tharwat and
Amal Saadallah},
title = {Proceedings of the Workshop on Interactive Adaptive Learning co-located
with European Conference on Machine Learning and Principles and Practice
of Knowledge Discovery in Databases {(ECML-PKDD} 2023), Torino, Italy,
September 22nd, 2023},
series = {{CEUR} Workshop Proceedings},
volume = {3470},
publisher = {CEUR-WS.org},
year = {2023},
url = {https://ceur-ws.org/Vol-3470},
urn = {urn:nbn:de:0074-3470-3},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ial/2023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-04141,
author = {Valerie Vaquet and
Fabian Hinder and
Johannes Brinkrolf and
Barbara Hammer},
title = {Combining self-labeling and demand based active learning for non-stationary
data streams},
journal = {CoRR},
volume = {abs/2302.04141},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.04141},
doi = {10.48550/ARXIV.2302.04141},
eprinttype = {arXiv},
eprint = {2302.04141},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-04141.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-01179,
author = {Fabian Fumagalli and
Maximilian Muschalik and
Patrick Kolpaczki and
Eyke H{\"{u}}llermeier and
Barbara Hammer},
title = {{SHAP-IQ:} Unified Approximation of any-order Shapley Interactions},
journal = {CoRR},
volume = {abs/2303.01179},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.01179},
doi = {10.48550/ARXIV.2303.01179},
eprinttype = {arXiv},
eprint = {2303.01179},
timestamp = {Mon, 06 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-01179.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-01181,
author = {Maximilian Muschalik and
Fabian Fumagalli and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
title = {iSAGE: An Incremental Version of {SAGE} for Online Explanation on
Data Streams},
journal = {CoRR},
volume = {abs/2303.01181},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.01181},
doi = {10.48550/ARXIV.2303.01181},
eprinttype = {arXiv},
eprint = {2303.01181},
timestamp = {Mon, 06 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-01181.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-09331,
author = {Fabian Hinder and
Valerie Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
title = {Model Based Explanations of Concept Drift},
journal = {CoRR},
volume = {abs/2303.09331},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.09331},
doi = {10.48550/ARXIV.2303.09331},
eprinttype = {arXiv},
eprint = {2303.09331},
timestamp = {Mon, 20 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-09331.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-06107,
author = {Paul Stahlhofen and
Andr{\'{e}} Artelt and
Luca Hermes and
Barbara Hammer},
title = {Adversarial Attacks on Leakage Detectors in Water Distribution Networks},
journal = {CoRR},
volume = {abs/2306.06107},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.06107},
doi = {10.48550/ARXIV.2306.06107},
eprinttype = {arXiv},
eprint = {2306.06107},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-06107.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-07637,
author = {Ulrike Kuhl and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {For Better or Worse: The Impact of Counterfactual Explanations' Directionality
on User Behavior in xAI},
journal = {CoRR},
volume = {abs/2306.07637},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.07637},
doi = {10.48550/ARXIV.2306.07637},
eprinttype = {arXiv},
eprint = {2306.07637},
timestamp = {Sat, 17 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-07637.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-07775,
author = {Maximilian Muschalik and
Fabian Fumagalli and
Rohit Jagtani and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
title = {iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios},
journal = {CoRR},
volume = {abs/2306.07775},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.07775},
doi = {10.48550/ARXIV.2306.07775},
eprinttype = {arXiv},
eprint = {2306.07775},
timestamp = {Sat, 17 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-07775.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-08486,
author = {Janine Strotherm and
Alissa M{\"{u}}ller and
Barbara Hammer and
Benjamin Paa{\ss}en},
title = {Fairness in KI-Systemen},
journal = {CoRR},
volume = {abs/2307.08486},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.08486},
doi = {10.48550/ARXIV.2307.08486},
eprinttype = {arXiv},
eprint = {2307.08486},
timestamp = {Tue, 25 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-08486.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-15826,
author = {Fabian Hinder and
Valerie Vaquet and
Barbara Hammer},
title = {One or Two Things We know about Concept Drift - {A} Survey on Monitoring
Evolving Environments},
journal = {CoRR},
volume = {abs/2310.15826},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.15826},
doi = {10.48550/ARXIV.2310.15826},
eprinttype = {arXiv},
eprint = {2310.15826},
timestamp = {Tue, 31 Oct 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-15826.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-15830,
author = {Valerie Vaquet and
Fabian Hinder and
Kathrin Lammers and
Jonas Vaquet and
Barbara Hammer},
title = {Localization of Small Leakages in Water Distribution Networks using
Concept Drift Explanation Methods},
journal = {CoRR},
volume = {abs/2310.15830},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.15830},
doi = {10.48550/ARXIV.2310.15830},
eprinttype = {arXiv},
eprint = {2310.15830},
timestamp = {Tue, 31 Oct 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-15830.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-02034,
author = {Roel Visser and
Tobias M. Peters and
Ingrid Scharlau and
Barbara Hammer},
title = {Trust, distrust, and appropriate reliance in {(X)AI:} a survey of
empirical evaluation of user trust},
journal = {CoRR},
volume = {abs/2312.02034},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.02034},
doi = {10.48550/ARXIV.2312.02034},
eprinttype = {arXiv},
eprint = {2312.02034},
timestamp = {Tue, 12 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-02034.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-10212,
author = {Fabian Hinder and
Valerie Vaquet and
Barbara Hammer},
title = {A Remark on Concept Drift for Dependent Data},
journal = {CoRR},
volume = {abs/2312.10212},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.10212},
doi = {10.48550/ARXIV.2312.10212},
eprinttype = {arXiv},
eprint = {2312.10212},
timestamp = {Mon, 15 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-10212.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/ArteltH22,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Efficient computation of counterfactual explanations and counterfactual
metrics of prototype-based classifiers},
journal = {Neurocomputing},
volume = {470},
pages = {304--317},
year = {2022},
url = {https://doi.org/10.1016/j.neucom.2021.04.129},
doi = {10.1016/J.NEUCOM.2021.04.129},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/ArteltH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GopfertWH22,
author = {Jan Philip G{\"{o}}pfert and
Heiko Wersing and
Barbara Hammer},
title = {Interpretable Locally Adaptive Nearest Neighbors},
journal = {Neurocomputing},
volume = {470},
pages = {344--351},
year = {2022},
url = {https://doi.org/10.1016/j.neucom.2021.05.105},
doi = {10.1016/J.NEUCOM.2021.05.105},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/GopfertWH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/PaassenSH22,
author = {Benjamin Paa{\ss}en and
Alexander Schulz and
Barbara Hammer},
title = {Reservoir stack machines},
journal = {Neurocomputing},
volume = {470},
pages = {352--364},
year = {2022},
url = {https://doi.org/10.1016/j.neucom.2021.05.106},
doi = {10.1016/J.NEUCOM.2021.05.106},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/PaassenSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/VaquetMSH22,
author = {Valerie Vaquet and
Patrick Menz and
Udo Seiffert and
Barbara Hammer},
title = {Investigating intensity and transversal drift in hyperspectral imaging
data},
journal = {Neurocomputing},
volume = {505},
pages = {68--79},
year = {2022},
url = {https://doi.org/10.1016/j.neucom.2022.07.011},
doi = {10.1016/J.NEUCOM.2022.07.011},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/VaquetMSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/MuschalikFHH22,
author = {Maximilian Muschalik and
Fabian Fumagalli and
Barbara Hammer and
Eyke H{\"{u}}llermeier},
title = {Agnostic Explanation of Model Change based on Feature Importance},
journal = {K{\"{u}}nstliche Intell.},
volume = {36},
number = {3},
pages = {211--224},
year = {2022},
url = {https://doi.org/10.1007/s13218-022-00766-6},
doi = {10.1007/S13218-022-00766-6},
timestamp = {Sat, 13 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/MuschalikFHH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/StraatAKGHB22,
author = {Michiel Straat and
Fthi Abadi and
Zhuoyun Kan and
Christina G{\"{o}}pfert and
Barbara Hammer and
Michael Biehl},
title = {Supervised learning in the presence of concept drift: a modelling
framework},
journal = {Neural Comput. Appl.},
volume = {34},
number = {1},
pages = {101--118},
year = {2022},
url = {https://doi.org/10.1007/s00521-021-06035-1},
doi = {10.1007/S00521-021-06035-1},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nca/StraatAKGHB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/thms/GopfertKHWH22,
author = {Jan Philip G{\"{o}}pfert and
Ulrike Kuhl and
Lukas Hindemith and
Heiko Wersing and
Barbara Hammer},
title = {Intuitiveness in Active Teaching},
journal = {{IEEE} Trans. Hum. Mach. Syst.},
volume = {52},
number = {3},
pages = {458--467},
year = {2022},
url = {https://doi.org/10.1109/THMS.2021.3121666},
doi = {10.1109/THMS.2021.3121666},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/thms/GopfertKHWH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/PaassenSSH22,
author = {Benjamin Paa{\ss}en and
Alexander Schulz and
Terrence C. Stewart and
Barbara Hammer},
title = {Reservoir Memory Machines as Neural Computers},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {33},
number = {6},
pages = {2575--2585},
year = {2022},
url = {https://doi.org/10.1109/TNNLS.2021.3094139},
doi = {10.1109/TNNLS.2021.3094139},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/PaassenSSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/ArteltVH22,
author = {Andr{\'{e}} Artelt and
Roel Visser and
Barbara Hammer},
title = {Model Agnostic Local Explanations of Reject},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-34},
doi = {10.14428/ESANN/2022.ES2022-34},
timestamp = {Mon, 22 May 2023 11:29:57 +0200},
biburl = {https://dblp.org/rec/conf/esann/ArteltVH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BrinkrolfVHMSH22,
author = {Johannes Brinkrolf and
Valerie Vaquet and
Fabian Hinder and
Patrick Menz and
Udo Seiffert and
Barbara Hammer},
title = {Federated learning vector quantization for dealing with drift between
nodes},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-89},
doi = {10.14428/ESANN/2022.ES2022-89},
timestamp = {Mon, 22 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BrinkrolfVHMSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HinderAVH22,
author = {Fabian Hinder and
Andr{\'{e}} Artelt and
Valerie Vaquet and
Barbara Hammer},
title = {Contrasting Explanation of Concept Drift},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-71},
doi = {10.14428/ESANN/2022.ES2022-71},
timestamp = {Mon, 22 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HinderAVH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/KennewegSH22,
author = {Philip Kenneweg and
Sarah Schr{\"{o}}der and
Barbara Hammer},
title = {Neural Architecture Search for Sentence Classification with {BERT}},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-45},
doi = {10.14428/ESANN/2022.ES2022-45},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/KennewegSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/MazurAH22,
author = {Andreas Mazur and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Improving Zorro Explanations for Sparse Observations with Dense Proxy
Data},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-27},
doi = {10.14428/ESANN/2022.ES2022-27},
timestamp = {Mon, 22 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/MazurAH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/MenzVHS22,
author = {Patrick Menz and
Valerie Vaquet and
Barbara Hammer and
Udo Seiffert},
title = {From hyperspectral to multispectral sensing - from simulation to reality:
{A} comprehensive approach for calibration model transfer},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-56},
doi = {10.14428/ESANN/2022.ES2022-56},
timestamp = {Mon, 22 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/MenzVHS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/KuhlAH22,
author = {Ulrike Kuhl and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Keep Your Friends Close and Your Counterfactuals Closer: Improved
Learning From Closest Rather Than Plausible Counterfactual Explanations
in an Abstract Setting},
booktitle = {FAccT '22: 2022 {ACM} Conference on Fairness, Accountability, and
Transparency, Seoul, Republic of Korea, June 21 - 24, 2022},
pages = {2125--2137},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3531146.3534630},
doi = {10.1145/3531146.3534630},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/fat/KuhlAH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/HinderBH22,
author = {Fabian Hinder and
Johannes Brinkrolf and
Barbara Hammer},
editor = {Elias Pimenidis and
Plamen P. Angelov and
Chrisina Jayne and
Antonios Papaleonidas and
Mehmet Aydin},
title = {Feature Selection for Trustworthy Regression Using Higher Moments},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2022 - 31st
International Conference on Artificial Neural Networks, Bristol, UK,
September 6-9, 2022, Proceedings, Part {IV}},
series = {Lecture Notes in Computer Science},
volume = {13532},
pages = {76--87},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-15937-4\_7},
doi = {10.1007/978-3-031-15937-4\_7},
timestamp = {Wed, 21 Sep 2022 21:26:04 +0200},
biburl = {https://dblp.org/rec/conf/icann/HinderBH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/JakobHH22,
author = {Jonathan Jakob and
Martina Hasenj{\"{a}}ger and
Barbara Hammer},
editor = {Elias Pimenidis and
Plamen P. Angelov and
Chrisina Jayne and
Antonios Papaleonidas and
Mehmet Aydin},
title = {Reject Options for Incremental Regression Scenarios},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2022 - 31st
International Conference on Artificial Neural Networks, Bristol, UK,
September 6-9, 2022, Proceedings, Part {IV}},
series = {Lecture Notes in Computer Science},
volume = {13532},
pages = {248--259},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-15937-4\_21},
doi = {10.1007/978-3-031-15937-4\_21},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/JakobHH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/CastellaniSH22,
author = {Andrea Castellani and
Sebastian Schmitt and
Barbara Hammer},
editor = {Elias Pimenidis and
Plamen P. Angelov and
Chrisina Jayne and
Antonios Papaleonidas and
Mehmet Aydin},
title = {Stream-Based Active Learning with Verification Latency in Non-stationary
Environments},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2022 - 31st
International Conference on Artificial Neural Networks, Bristol, UK,
September 6-9, 2022, Proceedings, Part {IV}},
series = {Lecture Notes in Computer Science},
volume = {13532},
pages = {260--272},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-15937-4\_22},
doi = {10.1007/978-3-031-15937-4\_22},
timestamp = {Tue, 18 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/CastellaniSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/VaquetABH22,
author = {Valerie Vaquet and
Andr{\'{e}} Artelt and
Johannes Brinkrolf and
Barbara Hammer},
editor = {Elias Pimenidis and
Plamen P. Angelov and
Chrisina Jayne and
Antonios Papaleonidas and
Mehmet Aydin},
title = {Taking Care of Our Drinking Water: Dealing with Sensor Faults in Water
Distribution Networks},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2022 - 31st
International Conference on Artificial Neural Networks, Bristol, UK,
September 6-9, 2022, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {13530},
pages = {682--693},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-15931-2\_56},
doi = {10.1007/978-3-031-15931-2\_56},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/VaquetABH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/JakobAHH22,
author = {Jonathan Jakob and
Andr{\'{e}} Artelt and
Martina Hasenj{\"{a}}ger and
Barbara Hammer},
editor = {Elias Pimenidis and
Plamen P. Angelov and
Chrisina Jayne and
Antonios Papaleonidas and
Mehmet Aydin},
title = {SAM-kNN Regressor for Online Learning in Water Distribution Networks},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2022 - 31st
International Conference on Artificial Neural Networks, Bristol, UK,
September 6-9, 2022, Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {13531},
pages = {752--762},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-15934-3\_62},
doi = {10.1007/978-3-031-15934-3\_62},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/JakobAHH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/WiensH22,
author = {Daniel Wiens and
Barbara Hammer},
editor = {Maria De Marsico and
Gabriella Sanniti di Baja and
Ana L. N. Fred},
title = {Single-step Adversarial Training for Semantic Segmentation},
booktitle = {Proceedings of the 11th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2022, Online Streaming, February
3-5, 2022},
pages = {179--187},
publisher = {{SCITEPRESS}},
year = {2022},
url = {https://doi.org/10.5220/0010788400003122},
doi = {10.5220/0010788400003122},
timestamp = {Tue, 06 Jun 2023 14:58:01 +0200},
biburl = {https://dblp.org/rec/conf/icpram/WiensH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/HinderVH22,
author = {Fabian Hinder and
Valerie Vaquet and
Barbara Hammer},
editor = {Tassadit Bouadi and
{\'{E}}lisa Fromont and
Eyke H{\"{u}}llermeier},
title = {Suitability of Different Metric Choices for Concept Drift Detection},
booktitle = {Advances in Intelligent Data Analysis {XX} - 20th International Symposium
on Intelligent Data Analysis, {IDA} 2022, Rennes, France, April 20-22,
2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13205},
pages = {157--170},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-01333-1\_13},
doi = {10.1007/978-3-031-01333-1\_13},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ida/HinderVH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/KennewegSSH22,
author = {Philip Kenneweg and
Alexander Schulz and
Sarah Schr{\"{o}}der and
Barbara Hammer},
editor = {Hujun Yin and
David Camacho and
Peter Ti{\~{n}}o},
title = {Intelligent Learning Rate Distribution to Reduce Catastrophic Forgetting
in Transformers},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2022
- 23rd International Conference, {IDEAL} 2022, Manchester, UK, November
24-26, 2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13756},
pages = {252--261},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-21753-1\_25},
doi = {10.1007/978-3-031-21753-1\_25},
timestamp = {Mon, 05 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ideal/KennewegSSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/VeliogluGAH22,
author = {Riza Velioglu and
Jan Philip G{\"{o}}pfert and
Andr{\'{e}} Artelt and
Barbara Hammer},
editor = {Hujun Yin and
David Camacho and
Peter Ti{\~{n}}o},
title = {Explainable Artificial Intelligence for Improved Modeling of Processes},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2022
- 23rd International Conference, {IDEAL} 2022, Manchester, UK, November
24-26, 2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13756},
pages = {313--325},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-21753-1\_31},
doi = {10.1007/978-3-031-21753-1\_31},
timestamp = {Sun, 25 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ideal/VeliogluGAH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/ViethGSH22,
author = {Markus Vieth and
Nils Grimmelsmann and
Axel Schneider and
Barbara Hammer},
editor = {Hujun Yin and
David Camacho and
Peter Ti{\~{n}}o},
title = {Efficient Sensor Selection for Individualized Prediction Based on
Biosignals},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2022
- 23rd International Conference, {IDEAL} 2022, Manchester, UK, November
24-26, 2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13756},
pages = {326--337},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-21753-1\_32},
doi = {10.1007/978-3-031-21753-1\_32},
timestamp = {Mon, 05 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ideal/ViethGSH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcci/ArteltBVH22,
author = {Andr{\'{e}} Artelt and
Johannes Brinkrolf and
Roel Visser and
Barbara Hammer},
editor = {Thomas B{\"{a}}ck and
Bas van Stein and
Christian Wagner and
Jonathan M. Garibaldi and
H. K. Lam and
Marie Cottrell and
Faiyaz Doctor and
Joaquim Filipe and
Kevin Warwick and
Janusz Kacprzyk},
title = {Explaining Reject Options of Learning Vector Quantization Classifiers},
booktitle = {Proceedings of the 14th International Joint Conference on Computational
Intelligence, {IJCCI} 2022, Valletta, Malta, October 24-26, 2022},
pages = {249--261},
publisher = {{SCITEPRESS}},
year = {2022},
url = {https://doi.org/10.5220/0011389600003332},
doi = {10.5220/0011389600003332},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcci/ArteltBVH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/HermesHMVVS22,
author = {Luca Hermes and
Barbara Hammer and
Andrew Melnik and
Riza Velioglu and
Markus Vieth and
Malte Schilling},
title = {A Graph-based U-Net Model for Predicting Traffic in unseen Cities},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2022, Padua,
Italy, July 18-23, 2022},
pages = {1--8},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/IJCNN55064.2022.9892453},
doi = {10.1109/IJCNN55064.2022.9892453},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/HermesHMVVS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/HinderVBAH22,
author = {Fabian Hinder and
Valerie Vaquet and
Johannes Brinkrolf and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Localization of Concept Drift: Identifying the Drifting Datapoints},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2022, Padua,
Italy, July 18-23, 2022},
pages = {1--9},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/IJCNN55064.2022.9892374},
doi = {10.1109/IJCNN55064.2022.9892374},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/HinderVBAH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/ShahMHHS22,
author = {Zafran Hussain Shah and
Marcel M{\"{u}}ller and
Barbara Hammer and
Thomas Huser and
Wolfram Schenck},
title = {Impact of different loss functions on denoising of microscopic images},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2022, Padua,
Italy, July 18-23, 2022},
pages = {1--10},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/IJCNN55064.2022.9892936},
doi = {10.1109/IJCNN55064.2022.9892936},
timestamp = {Mon, 10 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/ShahMHHS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/ArteltH22,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
editor = {Hisao Ishibuchi and
Chee{-}Keong Kwoh and
Ah{-}Hwee Tan and
Dipti Srinivasan and
Chunyan Miao and
Anupam Trivedi and
Keeley A. Crockett},
title = {"Even if ..." - Diverse Semifactual Explanations of Reject},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2022,
Singapore, December 4-7, 2022},
pages = {854--859},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/SSCI51031.2022.10022139},
doi = {10.1109/SSCI51031.2022.10022139},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/ArteltH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dsaa/2022,
editor = {Joshua Zhexue Huang and
Yi Pan and
Barbara Hammer and
Muhammad Khurram Khan and
Xing Xie and
Laizhong Cui and
Yulin He},
title = {9th {IEEE} International Conference on Data Science and Advanced Analytics,
{DSAA} 2022, Shenzhen, China, October 13-16, 2022},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/DSAA54385.2022},
doi = {10.1109/DSAA54385.2022},
isbn = {978-1-6654-7330-9},
timestamp = {Fri, 17 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dsaa/2022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2021ial,
editor = {Georg Krempl and
Vincent Lemaire and
Daniel Kottke and
Andreas Holzinger and
Barbara Hammer},
title = {Proceedings of the Workshop on Interactive Adaptive Learning {(IAL}
2021) co-located with the European Conference on Machine Learning
and Principles and Practice of Knowledge Discovery in Databases {(ECML}
{PKDD} 2021), Bilbao, Spain, September 13, 2021},
series = {{CEUR} Workshop Proceedings},
volume = {3079},
publisher = {CEUR-WS.org},
year = {2022},
url = {https://ceur-ws.org/Vol-3079},
urn = {urn:nbn:de:0074-3079-5},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2021ial.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2022ial,
editor = {Daniel Kottke and
Georg Krempl and
Andreas Holzinger and
Barbara Hammer},
title = {Proceedings of the Workshop on Interactive Adaptive Learning co-located
with European Conference on Machine Learning and Principles and Practice
of Knowledge Discovery in Databases {(ECML} {PKDD} 2022), Grenoble,
France, September 23, 2022},
series = {{CEUR} Workshop Proceedings},
volume = {3259},
publisher = {CEUR-WS.org},
year = {2022},
url = {https://ceur-ws.org/Vol-3259},
urn = {urn:nbn:de:0074-3259-5},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2022ial.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-06725,
author = {Luca Hermes and
Barbara Hammer and
Andrew Melnik and
Riza Velioglu and
Markus Vieth and
Malte Schilling},
title = {A Graph-based U-Net Model for Predicting Traffic in unseen Cities},
journal = {CoRR},
volume = {abs/2202.06725},
year = {2022},
url = {https://arxiv.org/abs/2202.06725},
eprinttype = {arXiv},
eprint = {2202.06725},
timestamp = {Fri, 18 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-06725.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-07244,
author = {Andr{\'{e}} Artelt and
Johannes Brinkrolf and
Roel Visser and
Barbara Hammer},
title = {Explaining Reject Options of Learning Vector Quantization Classifiers},
journal = {CoRR},
volume = {abs/2202.07244},
year = {2022},
url = {https://arxiv.org/abs/2202.07244},
eprinttype = {arXiv},
eprint = {2202.07244},
timestamp = {Fri, 18 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-07244.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-09486,
author = {Fabian Hinder and
Valerie Vaquet and
Barbara Hammer},
title = {Suitability of Different Metric Choices for Concept Drift Detection},
journal = {CoRR},
volume = {abs/2202.09486},
year = {2022},
url = {https://arxiv.org/abs/2202.09486},
eprinttype = {arXiv},
eprint = {2202.09486},
timestamp = {Tue, 01 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-09486.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-10101,
author = {Lisa Langnickel and
Alexander Schulz and
Barbara Hammer and
Juliane Fluck},
title = {{BERT} {WEAVER:} Using WEight AVERaging to Enable Lifelong Learning
for Transformer-based Models},
journal = {CoRR},
volume = {abs/2202.10101},
year = {2022},
url = {https://arxiv.org/abs/2202.10101},
eprinttype = {arXiv},
eprint = {2202.10101},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-10101.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-14603,
author = {Sarah Schr{\"{o}}der and
Alexander Schulz and
Philip Kenneweg and
Robert Feldhans and
Fabian Hinder and
Barbara Hammer},
title = {The {SAME} score: Improved cosine based bias score for word embeddings},
journal = {CoRR},
volume = {abs/2203.14603},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.14603},
doi = {10.48550/ARXIV.2203.14603},
eprinttype = {arXiv},
eprint = {2203.14603},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-14603.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-01436,
author = {Jonathan Jakob and
Andr{\'{e}} Artelt and
Martina Hasenj{\"{a}}ger and
Barbara Hammer},
title = {SAM-kNN Regressor for Online Learning in Water Distribution Networks},
journal = {CoRR},
volume = {abs/2204.01436},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.01436},
doi = {10.48550/ARXIV.2204.01436},
eprinttype = {arXiv},
eprint = {2204.01436},
timestamp = {Wed, 06 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-01436.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-06822,
author = {Andrea Castellani and
Sebastian Schmitt and
Barbara Hammer},
title = {Stream-based Active Learning with Verification Latency in Non-stationary
Environments},
journal = {CoRR},
volume = {abs/2204.06822},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.06822},
doi = {10.48550/ARXIV.2204.06822},
eprinttype = {arXiv},
eprint = {2204.06822},
timestamp = {Tue, 19 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-06822.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-03398,
author = {Ulrike Kuhl and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Let's Go to the Alien Zoo: Introducing an Experimental Framework to
Study Usability of Counterfactual Explanations for Machine Learning},
journal = {CoRR},
volume = {abs/2205.03398},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.03398},
doi = {10.48550/ARXIV.2205.03398},
eprinttype = {arXiv},
eprint = {2205.03398},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-03398.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-05515,
author = {Ulrike Kuhl and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Keep Your Friends Close and Your Counterfactuals Closer: Improved
Learning From Closest Rather Than Plausible Counterfactual Explanations
in an Abstract Setting},
journal = {CoRR},
volume = {abs/2205.05515},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.05515},
doi = {10.48550/ARXIV.2205.05515},
eprinttype = {arXiv},
eprint = {2205.05515},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-05515.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-06507,
author = {Fabian Hinder and
Andr{\'{e}} Artelt and
Valerie Vaquet and
Barbara Hammer},
title = {Precise Change Point Detection using Spectral Drift Detection},
journal = {CoRR},
volume = {abs/2205.06507},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.06507},
doi = {10.48550/ARXIV.2205.06507},
eprinttype = {arXiv},
eprint = {2205.06507},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-06507.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-07623,
author = {Andr{\'{e}} Artelt and
Roel Visser and
Barbara Hammer},
title = {Model Agnostic Local Explanations of Reject},
journal = {CoRR},
volume = {abs/2205.07623},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.07623},
doi = {10.48550/ARXIV.2205.07623},
eprinttype = {arXiv},
eprint = {2205.07623},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-07623.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-08974,
author = {Andr{\'{e}} Artelt and
Stelios G. Vrachimis and
Demetrios G. Eliades and
Marios M. Polycarpou and
Barbara Hammer},
title = {One Explanation to Rule them All - Ensemble Consistent Explanations},
journal = {CoRR},
volume = {abs/2205.08974},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.08974},
doi = {10.48550/ARXIV.2205.08974},
eprinttype = {arXiv},
eprint = {2205.08974},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-08974.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07391,
author = {Andr{\'{e}} Artelt and
Alexander Schulz and
Barbara Hammer},
title = {"Why Here and Not There?" - Diverse Contrasting Explanations
of Dimensionality Reduction},
journal = {CoRR},
volume = {abs/2206.07391},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07391},
doi = {10.48550/ARXIV.2206.07391},
eprinttype = {arXiv},
eprint = {2206.07391},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07391.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-01898,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {"Even if ..." - Diverse Semifactual Explanations of Reject},
journal = {CoRR},
volume = {abs/2207.01898},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.01898},
doi = {10.48550/ARXIV.2207.01898},
eprinttype = {arXiv},
eprint = {2207.01898},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-01898.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-01939,
author = {Fabian Fumagalli and
Maximilian Muschalik and
Eyke H{\"{u}}llermeier and
Barbara Hammer},
title = {Incremental Permutation Feature Importance (iPFI): Towards Online
Explanations on Data Streams},
journal = {CoRR},
volume = {abs/2209.01939},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2209.01939},
doi = {10.48550/ARXIV.2209.01939},
eprinttype = {arXiv},
eprint = {2209.01939},
timestamp = {Mon, 26 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2209-01939.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-09587,
author = {Inaam Ashraf and
Luca Hermes and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Spatial Graph Convolution Neural Networks for Water Distribution Systems},
journal = {CoRR},
volume = {abs/2211.09587},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.09587},
doi = {10.48550/ARXIV.2211.09587},
eprinttype = {arXiv},
eprint = {2211.09587},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-09587.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-11308,
author = {Dominik Stallmann and
Philip Kenneweg and
Barbara Hammer},
title = {Novel transfer learning schemes based on Siamese networks and synthetic
data},
journal = {CoRR},
volume = {abs/2211.11308},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.11308},
doi = {10.48550/ARXIV.2211.11308},
eprinttype = {arXiv},
eprint = {2211.11308},
timestamp = {Thu, 24 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-11308.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-12989,
author = {Andr{\'{e}} Artelt and
Kleanthis Malialis and
Christos G. Panayiotou and
Marios M. Polycarpou and
Barbara Hammer},
title = {Unsupervised Unlearning of Concept Drift with Autoencoders},
journal = {CoRR},
volume = {abs/2211.12989},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.12989},
doi = {10.48550/ARXIV.2211.12989},
eprinttype = {arXiv},
eprint = {2211.12989},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-12989.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-14858,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {"Explain it in the Same Way!" - Model-Agnostic Group Fairness
of Counterfactual Explanations},
journal = {CoRR},
volume = {abs/2211.14858},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.14858},
doi = {10.48550/ARXIV.2211.14858},
eprinttype = {arXiv},
eprint = {2211.14858},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-14858.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-00695,
author = {Riza Velioglu and
Jan Philip G{\"{o}}pfert and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Explainable Artificial Intelligence for Improved Modeling of Processes},
journal = {CoRR},
volume = {abs/2212.00695},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.00695},
doi = {10.48550/ARXIV.2212.00695},
eprinttype = {arXiv},
eprint = {2212.00695},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-00695.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-01223,
author = {Fabian Hinder and
Valerie Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
title = {On the Change of Decision Boundaries and Loss in Learning with Concept
Drift},
journal = {CoRR},
volume = {abs/2212.01223},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.01223},
doi = {10.48550/ARXIV.2212.01223},
eprinttype = {arXiv},
eprint = {2212.01223},
timestamp = {Thu, 08 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-01223.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/at/BuckermannKBHH21,
author = {Florian Buckermann and
Nils Klement and
Oliver Beyer and
Andreas H{\"{u}}tten and
Barbara Hammer},
title = {Automating the optical identification of abrasive wear on electrical
contact pins},
journal = {Autom.},
volume = {69},
number = {10},
pages = {903--914},
year = {2021},
url = {https://doi.org/10.1515/auto-2021-0021},
doi = {10.1515/AUTO-2021-0021},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/at/BuckermannKBHH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/StallmannGSGH21,
author = {Dominik Stallmann and
Jan Philip G{\"{o}}pfert and
Julian Schmitz and
Alexander Gr{\"{u}}nberger and
Barbara Hammer},
title = {Towards an automatic analysis of {CHO-K1} suspension growth in microfluidic
single-cell cultivation},
journal = {Bioinform.},
volume = {37},
number = {20},
pages = {3632--3639},
year = {2021},
url = {https://doi.org/10.1093/bioinformatics/btab386},
doi = {10.1093/BIOINFORMATICS/BTAB386},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bioinformatics/StallmannGSGH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/SchillingMORH21,
author = {Malte Schilling and
Andrew Melnik and
Frank W. Ohl and
Helge J. Ritter and
Barbara Hammer},
title = {Decentralized control and local information for robust and adaptive
decentralized Deep Reinforcement Learning},
journal = {Neural Networks},
volume = {144},
pages = {699--725},
year = {2021},
url = {https://doi.org/10.1016/j.neunet.2021.09.017},
doi = {10.1016/J.NEUNET.2021.09.017},
timestamp = {Fri, 13 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/SchillingMORH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/Kummert0RAMAH21,
author = {Johannes Kummert and
Alexander Schulz and
Tim Redick and
Nassim Ayoub and
Ali Modabber and
Dirk Abel and
Barbara Hammer},
title = {Efficient Reject Options for Particle Filter Object Tracking in Medical
Applications},
journal = {Sensors},
volume = {21},
number = {6},
pages = {2114},
year = {2021},
url = {https://doi.org/10.3390/s21062114},
doi = {10.3390/S21062114},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sensors/Kummert0RAMAH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tamd/RohlfingCSMBBEG21,
author = {Katharina J. Rohlfing and
Philipp Cimiano and
Ingrid Scharlau and
Tobias Matzner and
Heike M. Buhl and
Hendrik Buschmeier and
Elena Esposito and
Angela Grimminger and
Barbara Hammer and
Reinhold H{\"{a}}b{-}Umbach and
Ilona Horwath and
Eyke H{\"{u}}llermeier and
Friederike Kern and
Stefan Kopp and
Kirsten Thommes and
Axel{-}Cyrille Ngonga Ngomo and
Carsten Schulte and
Henning Wachsmuth and
Petra Wagner and
Britta Wrede},
title = {Explanation as a Social Practice: Toward a Conceptual Framework for
the Social Design of {AI} Systems},
journal = {{IEEE} Trans. Cogn. Dev. Syst.},
volume = {13},
number = {3},
pages = {717--728},
year = {2021},
url = {https://doi.org/10.1109/TCDS.2020.3044366},
doi = {10.1109/TCDS.2020.3044366},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tamd/RohlfingCSMBBEG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BrinkrolfH21,
author = {Johannes Brinkrolf and
Barbara Hammer},
title = {Federated Learning Vector Quantization},
booktitle = {29th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2021, Online event (Bruges,
Belgium), October 6-8, 2021},
year = {2021},
url = {https://doi.org/10.14428/esann/2021.ES2021-141},
doi = {10.14428/ESANN/2021.ES2021-141},
timestamp = {Tue, 31 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BrinkrolfH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BronkLLWH21,
author = {Chris Bronk and
Amaury Lendasse and
Peggy Lindner and
Dan S. Wallach and
Barbara Hammer},
title = {Machine Learning for Measuring and Analyzing Online Social Communications},
booktitle = {29th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2021, Online event (Bruges,
Belgium), October 6-8, 2021},
year = {2021},
url = {https://doi.org/10.14428/esann/2021.ES2021-3},
doi = {10.14428/ESANN/2021.ES2021-3},
timestamp = {Tue, 31 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BronkLLWH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HermesHS21,
author = {Luca Hermes and
Barbara Hammer and
Malte Schilling},
title = {Application of Graph Convolutions in a Lightweight Model for Skeletal
Human Motion Forecasting},
booktitle = {29th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2021, Online event (Bruges,
Belgium), October 6-8, 2021},
year = {2021},
url = {https://doi.org/10.14428/esann/2021.ES2021-145},
doi = {10.14428/ESANN/2021.ES2021-145},
timestamp = {Tue, 31 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HermesHS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HinderH21,
author = {Fabian Hinder and
Barbara Hammer},
title = {Concept Drift Segmentation via Kolmogorov-Trees},
booktitle = {29th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2021, Online event (Bruges,
Belgium), October 6-8, 2021},
year = {2021},
url = {https://doi.org/10.14428/esann/2021.ES2021-93},
doi = {10.14428/ESANN/2021.ES2021-93},
timestamp = {Tue, 31 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HinderH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/VaquetMSH21,
author = {Valerie Vaquet and
Patrick Menz and
Udo Seiffert and
Barbara Hammer},
title = {Investigating Intensity and Transversal Drift in Hyperspectral Imaging
Data},
booktitle = {29th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2021, Online event (Bruges,
Belgium), October 6-8, 2021},
year = {2021},
url = {https://doi.org/10.14428/esann/2021.ES2021-64},
doi = {10.14428/ESANN/2021.ES2021-64},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/VaquetMSH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/PaassenGZAH21,
author = {Benjamin Paassen and
Daniele Grattarola and
Daniele Zambon and
Cesare Alippi and
Barbara Hammer},
title = {Graph Edit Networks},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=dlEJsyHGeaL},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/PaassenGZAH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/LiuliakovH21,
author = {Aleksei Liuliakov and
Barbara Hammer},
editor = {Hujun Yin and
David Camacho and
Peter Ti{\~{n}}o and
Richard Allmendinger and
Antonio J. Tall{\'{o}}n{-}Ballesteros and
Ke Tang and
Sung{-}Bae Cho and
Paulo Novais and
Susana Nascimento},
title = {AutoML Technologies for the Identification of Sparse Models},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2021
- 22nd International Conference, {IDEAL} 2021, Manchester, UK, November
25-27, 2021, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13113},
pages = {65--75},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-91608-4\_7},
doi = {10.1007/978-3-030-91608-4\_7},
timestamp = {Fri, 30 Dec 2022 11:13:32 +0100},
biburl = {https://dblp.org/rec/conf/ideal/LiuliakovH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/FeldhansWHSHNH21,
author = {Robert Feldhans and
Adrian Wilke and
Stefan Heindorf and
Mohammad Hossein Shaker and
Barbara Hammer and
Axel{-}Cyrille Ngonga Ngomo and
Eyke H{\"{u}}llermeier},
editor = {Hujun Yin and
David Camacho and
Peter Ti{\~{n}}o and
Richard Allmendinger and
Antonio J. Tall{\'{o}}n{-}Ballesteros and
Ke Tang and
Sung{-}Bae Cho and
Paulo Novais and
Susana Nascimento},
title = {Drift Detection in Text Data with Document Embeddings},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2021
- 22nd International Conference, {IDEAL} 2021, Manchester, UK, November
25-27, 2021, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13113},
pages = {107--118},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-91608-4\_11},
doi = {10.1007/978-3-030-91608-4\_11},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ideal/FeldhansWHSHNH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcci/Hammer21,
author = {Barbara Hammer},
editor = {Thomas B{\"{a}}ck and
Christian Wagner and
Jonathan M. Garibaldi and
H. K. Lam and
Marie Cottrell and
Juan Juli{\'{a}}n Merelo and
Kevin Warwick},
title = {Machine Learning in Non-Stationary Environments},
booktitle = {Proceedings of the 13th International Joint Conference on Computational
Intelligence, {IJCCI} 2021, Online Streaming, October 25-27, 2021},
pages = {11},
publisher = {{SCITEPRESS}},
year = {2021},
timestamp = {Tue, 06 Jun 2023 14:58:01 +0200},
biburl = {https://dblp.org/rec/conf/ijcci/Hammer21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/ArteltH21,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Efficient computation of contrastive explanations},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2021, Shenzhen,
China, July 18-22, 2021},
pages = {1--9},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/IJCNN52387.2021.9534454},
doi = {10.1109/IJCNN52387.2021.9534454},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/ArteltH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/ArteltHVFH21,
author = {Andr{\'{e}} Artelt and
Fabian Hinder and
Valerie Vaquet and
Robert Feldhans and
Barbara Hammer},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Contrastive Explanations for Explaining Model Adaptations},
booktitle = {Advances in Computational Intelligence - 16th International Work-Conference
on Artificial Neural Networks, {IWANN} 2021, Virtual Event, June 16-18,
2021, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12861},
pages = {101--112},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-85030-2\_9},
doi = {10.1007/978-3-030-85030-2\_9},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/ArteltHVFH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/FriedrichHM21,
author = {Timo Friedrich and
Barbara Hammer and
Stefan Menzel},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Voxel-Based Three-Dimensional Neural Style Transfer},
booktitle = {Advances in Computational Intelligence - 16th International Work-Conference
on Artificial Neural Networks, {IWANN} 2021, Virtual Event, June 16-18,
2021, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12861},
pages = {334--346},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-85030-2\_28},
doi = {10.1007/978-3-030-85030-2\_28},
timestamp = {Thu, 26 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/FriedrichHM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/CastellaniSH21,
author = {Andrea Castellani and
Sebastian Schmitt and
Barbara Hammer},
editor = {Nuria Oliver and
Fernando P{\'{e}}rez{-}Cruz and
Stefan Kramer and
Jesse Read and
Jos{\'{e}} Antonio Lozano},
title = {Estimating the Electrical Power Output of Industrial Devices with
End-to-End Time-Series Classification in the Presence of Label Noise},
booktitle = {Machine Learning and Knowledge Discovery in Databases. Research Track
- European Conference, {ECML} {PKDD} 2021, Bilbao, Spain, September
13-17, 2021, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12975},
pages = {469--484},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-86486-6\_29},
doi = {10.1007/978-3-030-86486-6\_29},
timestamp = {Wed, 28 Jun 2023 16:19:42 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/CastellaniSH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/ArteltVVHBSH21,
author = {Andr{\'{e}} Artelt and
Valerie Vaquet and
Riza Velioglu and
Fabian Hinder and
Johannes Brinkrolf and
Malte Schilling and
Barbara Hammer},
title = {Evaluating Robustness of Counterfactual Explanations},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2021,
Orlando, FL, USA, December 5-7, 2021},
pages = {1--9},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/SSCI50451.2021.9660058},
doi = {10.1109/SSCI50451.2021.9660058},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/ArteltVVHBSH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/CastellaniSH21,
author = {Andrea Castellani and
Sebastian Schmitt and
Barbara Hammer},
title = {Task-Sensitive Concept Drift Detector with Constraint Embedding},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2021,
Orlando, FL, USA, December 5-7, 2021},
pages = {1--8},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/SSCI50451.2021.9659969},
doi = {10.1109/SSCI50451.2021.9659969},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/CastellaniSH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/HinderBVH21,
author = {Fabian Hinder and
Johannes Brinkrolf and
Valerie Vaquet and
Barbara Hammer},
title = {A Shape-Based Method for Concept Drift Detection and Signal Denoising},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2021,
Orlando, FL, USA, December 5-7, 2021},
pages = {1--8},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/SSCI50451.2021.9660111},
doi = {10.1109/SSCI50451.2021.9660111},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/HinderBVH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/HinderVBH21,
author = {Fabian Hinder and
Valerie Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
title = {Fast Non-Parametric Conditional Density Estimation using Moment Trees},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2021,
Orlando, FL, USA, December 5-7, 2021},
pages = {1--7},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/SSCI50451.2021.9660031},
doi = {10.1109/SSCI50451.2021.9660031},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/HinderVBH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/JakobHH21,
author = {Jonathan Jakob and
Martina Hasenj{\"{a}}ger and
Barbara Hammer},
title = {On the suitability of incremental learning for regression tasks in
exoskeleton control},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2021,
Orlando, FL, USA, December 5-7, 2021},
pages = {1--8},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/SSCI50451.2021.9660138},
doi = {10.1109/SSCI50451.2021.9660138},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/JakobHH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/VaquetHVBH21,
author = {Valerie Vaquet and
Fabian Hinder and
Jonas Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
title = {Online Learning on Non-Stationary Data Streams for Image Recognition
using Deep Embeddings},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2021,
Orlando, FL, USA, December 5-7, 2021},
pages = {1--7},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/SSCI50451.2021.9659903},
doi = {10.1109/SSCI50451.2021.9659903},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/VaquetHVBH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2021-4,
editor = {Yuxiao Dong and
Nicolas Kourtellis and
Barbara Hammer and
Jos{\'{e}} Antonio Lozano},
title = {Machine Learning and Knowledge Discovery in Databases. Applied Data
Science Track - European Conference, {ECML} {PKDD} 2021, Bilbao, Spain,
September 13-17, 2021, Proceedings, Part {IV}},
series = {Lecture Notes in Computer Science},
volume = {12978},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-86514-6},
doi = {10.1007/978-3-030-86514-6},
isbn = {978-3-030-86513-9},
timestamp = {Wed, 28 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/2021-4.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2021-5,
editor = {Yuxiao Dong and
Nicolas Kourtellis and
Barbara Hammer and
Jos{\'{e}} Antonio Lozano},
title = {Machine Learning and Knowledge Discovery in Databases. Applied Data
Science Track - European Conference, {ECML} {PKDD} 2021, Bilbao, Spain,
September 13-17, 2021, Proceedings, Part {V}},
series = {Lecture Notes in Computer Science},
volume = {12979},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-86517-7},
doi = {10.1007/978-3-030-86517-7},
isbn = {978-3-030-86516-0},
timestamp = {Wed, 28 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/2021-5.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-02354,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Fairness and Robustness of Contrasting Explanations},
journal = {CoRR},
volume = {abs/2103.02354},
year = {2021},
url = {https://arxiv.org/abs/2103.02354},
eprinttype = {arXiv},
eprint = {2103.02354},
timestamp = {Thu, 04 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-02354.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-02459,
author = {Andr{\'{e}} Artelt and
Fabian Hinder and
Valerie Vaquet and
Robert Feldhans and
Barbara Hammer},
title = {Contrastive Explanations for Explaining Model Adaptations},
journal = {CoRR},
volume = {abs/2104.02459},
year = {2021},
url = {https://arxiv.org/abs/2104.02459},
eprinttype = {arXiv},
eprint = {2104.02459},
timestamp = {Tue, 13 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-02459.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-00349,
author = {Andrea Castellani and
Sebastian Schmitt and
Barbara Hammer},
title = {Estimating the electrical power output of industrial devices with
end-to-end time-series classification in the presence of label noise},
journal = {CoRR},
volume = {abs/2105.00349},
year = {2021},
url = {https://arxiv.org/abs/2105.00349},
eprinttype = {arXiv},
eprint = {2105.00349},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-00349.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-01616,
author = {Benjamin Paa{\ss}en and
Alexander Schulz and
Barbara Hammer},
title = {Reservoir Stack Machines},
journal = {CoRR},
volume = {abs/2105.01616},
year = {2021},
url = {https://arxiv.org/abs/2105.01616},
eprinttype = {arXiv},
eprint = {2105.01616},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-01616.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-07630,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Convex optimization for actionable {\textbackslash}{\&} plausible
counterfactual explanations},
journal = {CoRR},
volume = {abs/2105.07630},
year = {2021},
url = {https://arxiv.org/abs/2105.07630},
eprinttype = {arXiv},
eprint = {2105.07630},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-07630.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-15998,
author = {Daniel Wiens and
Barbara Hammer},
title = {Single-Step Adversarial Training for Semantic Segmentation},
journal = {CoRR},
volume = {abs/2106.15998},
year = {2021},
url = {https://arxiv.org/abs/2106.15998},
eprinttype = {arXiv},
eprint = {2106.15998},
timestamp = {Mon, 05 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-15998.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-06980,
author = {Andrea Castellani and
Sebastian Schmitt and
Barbara Hammer},
title = {Task-Sensitive Concept Drift Detector with Constraint Embedding},
journal = {CoRR},
volume = {abs/2108.06980},
year = {2021},
url = {https://arxiv.org/abs/2108.06980},
eprinttype = {arXiv},
eprint = {2108.06980},
timestamp = {Fri, 27 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-06980.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-04810,
author = {Luca Hermes and
Barbara Hammer and
Malte Schilling},
title = {Application of Graph Convolutions in a Lightweight Model for Skeletal
Human Motion Forecasting},
journal = {CoRR},
volume = {abs/2110.04810},
year = {2021},
url = {https://arxiv.org/abs/2110.04810},
eprinttype = {arXiv},
eprint = {2110.04810},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-04810.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-07864,
author = {Sarah Schr{\"{o}}der and
Alexander Schulz and
Philip Kenneweg and
Robert Feldhans and
Fabian Hinder and
Barbara Hammer},
title = {Evaluating Metrics for Bias in Word Embeddings},
journal = {CoRR},
volume = {abs/2111.07864},
year = {2021},
url = {https://arxiv.org/abs/2111.07864},
eprinttype = {arXiv},
eprint = {2111.07864},
timestamp = {Tue, 16 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-07864.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dase/HosseiniMH20,
author = {Babak Hosseini and
Romain Montagn{\'{e}} and
Barbara Hammer},
title = {Deep-Aligned Convolutional Neural Network for Skeleton-Based Action
Recognition and Segmentation},
journal = {Data Sci. Eng.},
volume = {5},
number = {2},
pages = {126--139},
year = {2020},
url = {https://doi.org/10.1007/s41019-020-00123-3},
doi = {10.1007/S41019-020-00123-3},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dase/HosseiniMH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/PfannschmidtJHB20,
author = {Lukas Pfannschmidt and
Jonathan Jakob and
Fabian Hinder and
Michael Biehl and
Peter Ti{\~{n}}o and
Barbara Hammer},
title = {Feature relevance determination for ordinal regression in the context
of feature redundancies and privileged information},
journal = {Neurocomputing},
volume = {416},
pages = {266--279},
year = {2020},
url = {https://doi.org/10.1016/j.neucom.2019.12.133},
doi = {10.1016/J.NEUCOM.2019.12.133},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/PfannschmidtJHB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/IliadisKH20,
author = {Lazaros S. Iliadis and
Vera Kurkov{\'{a}} and
Barbara Hammer},
title = {Brain-inspired computing and machine learning},
journal = {Neural Comput. Appl.},
volume = {32},
number = {11},
pages = {6641--6643},
year = {2020},
url = {https://doi.org/10.1007/s00521-020-04888-6},
doi = {10.1007/S00521-020-04888-6},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nca/IliadisKH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/BrinkrolfH20,
author = {Johannes Brinkrolf and
Barbara Hammer},
title = {Time integration and reject options for probabilistic output of pairwise
{LVQ}},
journal = {Neural Comput. Appl.},
volume = {32},
number = {24},
pages = {18009--18022},
year = {2020},
url = {https://doi.org/10.1007/s00521-018-03966-0},
doi = {10.1007/S00521-018-03966-0},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nca/BrinkrolfH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/ArteltH20,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Efficient computation of counterfactual explanations of {LVQ} models},
booktitle = {28th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2020, Bruges, Belgium,
October 2-4, 2020},
pages = {19--24},
year = {2020},
url = {https://www.esann.org/sites/default/files/proceedings/2020/ES2020-55.pdf},
timestamp = {Fri, 29 Jan 2021 22:08:59 +0100},
biburl = {https://dblp.org/rec/conf/esann/ArteltH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BrinkrolfH20,
author = {Johannes Brinkrolf and
Barbara Hammer},
title = {Sparse Metric Learning in Prototype-based Classification},
booktitle = {28th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2020, Bruges, Belgium,
October 2-4, 2020},
pages = {375--380},
year = {2020},
url = {https://www.esann.org/sites/default/files/proceedings/2020/ES2020-138.pdf},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/esann/BrinkrolfH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GopfertWH20,
author = {Jan Philip G{\"{o}}pfert and
Heiko Wersing and
Barbara Hammer},
title = {Locally Adaptive Nearest Neighbors},
booktitle = {28th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2020, Bruges, Belgium,
October 2-4, 2020},
pages = {667--672},
year = {2020},
url = {https://www.esann.org/sites/default/files/proceedings/2020/ES2020-89.pdf},
timestamp = {Fri, 29 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/esann/GopfertWH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/ArteltH20,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
editor = {Igor Farkas and
Paolo Masulli and
Stefan Wermter},
title = {Convex Density Constraints for Computing Plausible Counterfactual
Explanations},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2020 - 29th
International Conference on Artificial Neural Networks, Bratislava,
Slovakia, September 15-18, 2020, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12396},
pages = {353--365},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-61609-0\_28},
doi = {10.1007/978-3-030-61609-0\_28},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/ArteltH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/HinderKH20,
author = {Fabian Hinder and
Johannes Kummert and
Barbara Hammer},
editor = {Igor Farkas and
Paolo Masulli and
Stefan Wermter},
title = {Explaining Concept Drift by Mean of Direction},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2020 - 29th
International Conference on Artificial Neural Networks, Bratislava,
Slovakia, September 15-18, 2020, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12396},
pages = {379--390},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-61609-0\_30},
doi = {10.1007/978-3-030-61609-0\_30},
timestamp = {Tue, 20 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/HinderKH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/VaquetH20,
author = {Valerie Vaquet and
Barbara Hammer},
editor = {Igor Farkas and
Paolo Masulli and
Stefan Wermter},
title = {Balanced SAM-kNN: Online Learning with Heterogeneous Drift and Imbalanced
Data},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2020 - 29th
International Conference on Artificial Neural Networks, Bratislava,
Slovakia, September 15-18, 2020, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {12397},
pages = {850--862},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-61616-8\_68},
doi = {10.1007/978-3-030-61616-8\_68},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/VaquetH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HinderAH20,
author = {Fabian Hinder and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Towards Non-Parametric Drift Detection via Dynamic Adapting Window
Independence Drift Detection {(DAWIDD)}},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {4249--4259},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/hinder20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/HinderAH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/GopfertAWH20,
author = {Jan Philip G{\"{o}}pfert and
Andr{\'{e}} Artelt and
Heiko Wersing and
Barbara Hammer},
editor = {Michael R. Berthold and
Ad Feelders and
Georg Krempl},
title = {Adversarial Attacks Hidden in Plain Sight},
booktitle = {Advances in Intelligent Data Analysis {XVIII} - 18th International
Symposium on Intelligent Data Analysis, {IDA} 2020, Konstanz, Germany,
April 27-29, 2020, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {12080},
pages = {235--247},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-44584-3\_19},
doi = {10.1007/978-3-030-44584-3\_19},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ida/GopfertAWH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/0001HH20,
author = {Alexander Schulz and
Fabian Hinder and
Barbara Hammer},
editor = {Christian Bessiere},
title = {DeepView: Visualizing Classification Boundaries of Deep Neural Networks
as Scatter Plots Using Discriminative Dimensionality Reduction},
booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
Artificial Intelligence, {IJCAI} 2020},
pages = {2305--2311},
publisher = {ijcai.org},
year = {2020},
url = {https://doi.org/10.24963/ijcai.2020/319},
doi = {10.24963/IJCAI.2020/319},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/0001HH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/LosingHWB20,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing and
Albert Bifet},
title = {Randomizing the Self-Adjusting Memory for Enhanced Handling of Concept
Drift},
booktitle = {2020 International Joint Conference on Neural Networks, {IJCNN} 2020,
Glasgow, United Kingdom, July 19-24, 2020},
pages = {1--8},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IJCNN48605.2020.9207583},
doi = {10.1109/IJCNN48605.2020.9207583},
timestamp = {Tue, 06 Oct 2020 15:44:04 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/LosingHWB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-04862,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Convex Density Constraints for Computing Plausible Counterfactual
Explanations},
journal = {CoRR},
volume = {abs/2002.04862},
year = {2020},
url = {https://arxiv.org/abs/2002.04862},
eprinttype = {arXiv},
eprint = {2002.04862},
timestamp = {Fri, 14 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-04862.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-00658,
author = {Lukas Pfannschmidt and
Barbara Hammer},
title = {Sequential Feature Classification in the Context of Redundancies},
journal = {CoRR},
volume = {abs/2004.00658},
year = {2020},
url = {https://arxiv.org/abs/2004.00658},
eprinttype = {arXiv},
eprint = {2004.00658},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-00658.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-10531,
author = {Michiel Straat and
Fthi Abadi and
Zhuoyun Kan and
Christina G{\"{o}}pfert and
Barbara Hammer and
Michael Biehl},
title = {Supervised Learning in the Presence of Concept Drift: {A} modelling
framework},
journal = {CoRR},
volume = {abs/2005.10531},
year = {2020},
url = {https://arxiv.org/abs/2005.10531},
eprinttype = {arXiv},
eprint = {2005.10531},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-10531.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-12822,
author = {Fabian Hinder and
Barbara Hammer},
title = {Counterfactual Explanations of Concept Drift},
journal = {CoRR},
volume = {abs/2006.12822},
year = {2020},
url = {https://arxiv.org/abs/2006.12822},
eprinttype = {arXiv},
eprint = {2006.12822},
timestamp = {Wed, 01 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-12822.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-06342,
author = {Benjamin Paa{\ss}en and
Alexander Schulz and
Terrence C. Stewart and
Barbara Hammer},
title = {Reservoir Memory Machines as Neural Computers},
journal = {CoRR},
volume = {abs/2009.06342},
year = {2020},
url = {https://arxiv.org/abs/2009.06342},
eprinttype = {arXiv},
eprint = {2009.06342},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-06342.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-02647,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Efficient computation of contrastive explanations},
journal = {CoRR},
volume = {abs/2010.02647},
year = {2020},
url = {https://arxiv.org/abs/2010.02647},
eprinttype = {arXiv},
eprint = {2010.02647},
timestamp = {Mon, 12 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-02647.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-10124,
author = {Dominik Stallmann and
Jan Philip G{\"{o}}pfert and
Julian Schmitz and
Alexander Gr{\"{u}}nberger and
Barbara Hammer},
title = {Towards an Automatic Analysis of {CHO-K1} Suspension Growth in Microfluidic
Single-cell Cultivation},
journal = {CoRR},
volume = {abs/2010.10124},
year = {2020},
url = {https://arxiv.org/abs/2010.10124},
eprinttype = {arXiv},
eprint = {2010.10124},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-10124.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-03904,
author = {Jan Philip G{\"{o}}pfert and
Heiko Wersing and
Barbara Hammer},
title = {Locally Adaptive Nearest Neighbors},
journal = {CoRR},
volume = {abs/2011.03904},
year = {2020},
url = {https://arxiv.org/abs/2011.03904},
eprinttype = {arXiv},
eprint = {2011.03904},
timestamp = {Thu, 12 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2011-03904.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-00499,
author = {Fabian Hinder and
Jonathan Jakob and
Barbara Hammer},
title = {Analysis of Drifting Features},
journal = {CoRR},
volume = {abs/2012.00499},
year = {2020},
url = {https://arxiv.org/abs/2012.00499},
eprinttype = {arXiv},
eprint = {2012.00499},
timestamp = {Fri, 04 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-00499.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-13551,
author = {Jan Philip G{\"{o}}pfert and
Ulrike Kuhl and
Lukas Hindemith and
Heiko Wersing and
Barbara Hammer},
title = {Intuitiveness in Active Teaching},
journal = {CoRR},
volume = {abs/2012.13551},
year = {2020},
url = {https://arxiv.org/abs/2012.13551},
eprinttype = {arXiv},
eprint = {2012.13551},
timestamp = {Tue, 05 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-13551.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/BrinkrolfGH19,
author = {Johannes Brinkrolf and
Christina G{\"{o}}pfert and
Barbara Hammer},
title = {Differential privacy for learning vector quantization},
journal = {Neurocomputing},
volume = {342},
pages = {125--136},
year = {2019},
url = {https://doi.org/10.1016/j.neucom.2018.11.095},
doi = {10.1016/J.NEUCOM.2018.11.095},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/BrinkrolfGH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cibcb/PfannschmidtGNH19,
author = {Lukas Pfannschmidt and
Christina G{\"{o}}pfert and
Ursula Neumann and
Dominik Heider and
Barbara Hammer},
editor = {Giacomo Baruzzo and
Sebastian Daberdaku and
Barbara Di Camillo and
Simone Furini and
Emanuele Domenico Giordano and
Giuseppe Nicosia},
title = {FRI-Feature Relevance Intervals for Interpretable and Interactive
Data Exploration},
booktitle = {{IEEE} Conference on Computational Intelligence in Bioinformatics
and Computational Biology, {CIBCB} 2019, Siena, Italy, July 9-11,
2019},
pages = {1--10},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/CIBCB.2019.8791489},
doi = {10.1109/CIBCB.2019.8791489},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cibcb/PfannschmidtGNH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/HosseiniH19,
author = {Babak Hosseini and
Barbara Hammer},
editor = {Wenwu Zhu and
Dacheng Tao and
Xueqi Cheng and
Peng Cui and
Elke A. Rundensteiner and
David Carmel and
Qi He and
Jeffrey Xu Yu},
title = {Interpretable Multiple-Kernel Prototype Learning for Discriminative
Representation and Feature Selection},
booktitle = {Proceedings of the 28th {ACM} International Conference on Information
and Knowledge Management, {CIKM} 2019, Beijing, China, November 3-7,
2019},
pages = {1863--1872},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3357384.3357865},
doi = {10.1145/3357384.3357865},
timestamp = {Mon, 04 Nov 2019 11:08:42 +0100},
biburl = {https://dblp.org/rec/conf/cikm/HosseiniH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BifetHS19,
author = {Albert Bifet and
Barbara Hammer and
Frank{-}Michael Schleif},
title = {Recent trends in streaming data analysis, concept drift and analysis
of dynamic data sets},
booktitle = {27th European Symposium on Artificial Neural Networks, {ESANN} 2019,
Bruges, Belgium, April 24-26, 2019},
year = {2019},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2019-3.pdf},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BifetHS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HosseiniH19,
author = {Babak Hosseini and
Barbara Hammer},
title = {Multiple-Kernel dictionary learning for reconstruction and clustering
of unseen multivariate time-series},
booktitle = {27th European Symposium on Artificial Neural Networks, {ESANN} 2019,
Bruges, Belgium, April 24-26, 2019},
year = {2019},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2019-126.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HosseiniH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/PfannschmidtJBT19,
author = {Lukas Pfannschmidt and
Jonathan Jakob and
Michael Biehl and
Peter Ti{\~{n}}o and
Barbara Hammer},
title = {Feature relevance bounds for ordinal regression},
booktitle = {27th European Symposium on Artificial Neural Networks, {ESANN} 2019,
Bruges, Belgium, April 24-26, 2019},
year = {2019},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2019-162.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/PfannschmidtJBT19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/GopfertWH19,
author = {Jan Philip G{\"{o}}pfert and
Heiko Wersing and
Barbara Hammer},
editor = {Igor V. Tetko and
Vera Kurkov{\'{a}} and
Pavel Karpov and
Fabian J. Theis},
title = {Recovering Localized Adversarial Attacks},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2019: Theoretical
Neural Computation - 28th International Conference on Artificial Neural
Networks, Munich, Germany, September 17-19, 2019, Proceedings, Part
{I}},
series = {Lecture Notes in Computer Science},
volume = {11727},
pages = {302--311},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-30487-4\_24},
doi = {10.1007/978-3-030-30487-4\_24},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/GopfertWH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/HosseiniMH19,
author = {Babak Hosseini and
Romain Montagn{\'{e}} and
Barbara Hammer},
editor = {Jianyong Wang and
Kyuseok Shim and
Xindong Wu},
title = {Deep-Aligned Convolutional Neural Network for Skeleton-Based Action
Recognition and Segmentation},
booktitle = {2019 {IEEE} International Conference on Data Mining, {ICDM} 2019,
Beijing, China, November 8-11, 2019},
pages = {1096--1101},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICDM.2019.00130},
doi = {10.1109/ICDM.2019.00130},
timestamp = {Tue, 26 Jan 2021 13:51:21 +0100},
biburl = {https://dblp.org/rec/conf/icdm/HosseiniMH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icit2/LiNH19,
author = {Peng Li and
Oliver Niggemann and
Barbara Hammer},
title = {On the Identification of Decision Boundaries for Anomaly Detection
in {CPPS}},
booktitle = {{IEEE} International Conference on Industrial Technology, {ICIT} 2019,
Melbourne, Australia, February 13-15, 2019},
pages = {1311--1316},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICIT.2019.8754997},
doi = {10.1109/ICIT.2019.8754997},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icit2/LiNH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/LosingYHHW19,
author = {Viktor Losing and
Taizo Yoshikawa and
Martina Hasenj{\"{a}}ger and
Barbara Hammer and
Heiko Wersing},
title = {Personalized Online Learning of Whole-Body Motion Classes using Multiple
Inertial Measurement Units},
booktitle = {International Conference on Robotics and Automation, {ICRA} 2019,
Montreal, QC, Canada, May 20-24, 2019},
pages = {9530--9536},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICRA.2019.8794251},
doi = {10.1109/ICRA.2019.8794251},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icra/LosingYHHW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/HosseiniH19,
author = {Babak Hosseini and
Barbara Hammer},
title = {Large-Margin Multiple Kernel Learning for Discriminative Features
Selection and Representation Learning},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2019 Budapest,
Hungary, July 14-19, 2019},
pages = {1--8},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/IJCNN.2019.8851982},
doi = {10.1109/IJCNN.2019.8851982},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/HosseiniH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/GopfertGH19,
author = {Christina G{\"{o}}pfert and
Jan Philip G{\"{o}}pfert and
Barbara Hammer},
editor = {Peggy Cellier and
Kurt Driessens},
title = {Adversarial Robustness Curves},
booktitle = {Machine Learning and Knowledge Discovery in Databases - International
Workshops of {ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September
16-20, 2019, Proceedings, Part {I}},
series = {Communications in Computer and Information Science},
volume = {1167},
pages = {172--179},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-43823-4\_15},
doi = {10.1007/978-3-030-43823-4\_15},
timestamp = {Tue, 31 Mar 2020 12:08:19 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/GopfertGH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/HosseiniH19,
author = {Babak Hosseini and
Barbara Hammer},
editor = {Ulf Brefeld and
{\'{E}}lisa Fromont and
Andreas Hotho and
Arno J. Knobbe and
Marloes H. Maathuis and
C{\'{e}}line Robardet},
title = {Interpretable Discriminative Dimensionality Reduction and Feature
Selection on the Manifold},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September 16-20,
2019, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11906},
pages = {310--326},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-46150-8\_19},
doi = {10.1007/978-3-030-46150-8\_19},
timestamp = {Fri, 22 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/HosseiniH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/BiehlAGH19,
author = {Michael Biehl and
Fthi Abadi and
Christina G{\"{o}}pfert and
Barbara Hammer},
editor = {Alfredo Vellido and
Karina Gibert and
Cecilio Angulo and
Jos{\'{e}} David Mart{\'{\i}}n{-}Guerrero},
title = {Prototype-Based Classifiers in the Presence of Concept Drift: {A}
Modelling Framework},
booktitle = {Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering
and Data Visualization - Proceedings of the 13th International Workshop,
{WSOM+} 2019, Barcelona, Spain, June 26-28, 2019},
series = {Advances in Intelligent Systems and Computing},
volume = {976},
pages = {210--221},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-19642-4\_21},
doi = {10.1007/978-3-030-19642-4\_21},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsom/BiehlAGH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-07662,
author = {Lukas Pfannschmidt and
Jonathan Jakob and
Michael Biehl and
Peter Ti{\~{n}}o and
Barbara Hammer},
title = {Feature Relevance Bounds for Ordinal Regression},
journal = {CoRR},
volume = {abs/1902.07662},
year = {2019},
url = {http://arxiv.org/abs/1902.07662},
eprinttype = {arXiv},
eprint = {1902.07662},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-07662.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-09286,
author = {Jan Philip G{\"{o}}pfert and
Heiko Wersing and
Barbara Hammer},
title = {Adversarial attacks hidden in plain sight},
journal = {CoRR},
volume = {abs/1902.09286},
year = {2019},
url = {http://arxiv.org/abs/1902.09286},
eprinttype = {arXiv},
eprint = {1902.09286},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-09286.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-00719,
author = {Lukas Pfannschmidt and
Christina G{\"{o}}pfert and
Ursula Neumann and
Dominik Heider and
Barbara Hammer},
title = {{FRI} - Feature Relevance Intervals for Interpretable and Interactive
Data Exploration},
journal = {CoRR},
volume = {abs/1903.00719},
year = {2019},
url = {http://arxiv.org/abs/1903.00719},
eprinttype = {arXiv},
eprint = {1903.00719},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-00719.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-01867,
author = {Babak Hosseini and
Barbara Hammer},
title = {Multiple-Kernel Dictionary Learning for Reconstruction and Clustering
of Unseen Multivariate Time-series},
journal = {CoRR},
volume = {abs/1903.01867},
year = {2019},
url = {http://arxiv.org/abs/1903.01867},
eprinttype = {arXiv},
eprint = {1903.01867},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-01867.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-03364,
author = {Babak Hosseini and
Barbara Hammer},
title = {Large-Margin Multiple Kernel Learning for Discriminative Features
Selection and Representation Learning},
journal = {CoRR},
volume = {abs/1903.03364},
year = {2019},
url = {http://arxiv.org/abs/1903.03364},
eprinttype = {arXiv},
eprint = {1903.03364},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-03364.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-03891,
author = {Babak Hosseini and
Felix H{\"{u}}lsmann and
Mario Botsch and
Barbara Hammer},
title = {Non-Negative Kernel Sparse Coding for the Classification of Motion
Data},
journal = {CoRR},
volume = {abs/1903.03891},
year = {2019},
url = {http://arxiv.org/abs/1903.03891},
eprinttype = {arXiv},
eprint = {1903.03891},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-03891.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-05219,
author = {Babak Hosseini and
Barbara Hammer},
title = {Confident Kernel Sparse Coding and Dictionary Learning},
journal = {CoRR},
volume = {abs/1903.05219},
year = {2019},
url = {http://arxiv.org/abs/1903.05219},
eprinttype = {arXiv},
eprint = {1903.05219},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-05219.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-05239,
author = {Babak Hosseini and
Barbara Hammer},
title = {Non-Negative Local Sparse Coding for Subspace Clustering},
journal = {CoRR},
volume = {abs/1903.05239},
year = {2019},
url = {http://arxiv.org/abs/1903.05239},
eprinttype = {arXiv},
eprint = {1903.05239},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-05239.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-07273,
author = {Michael Biehl and
Fthi Abadi and
Christina G{\"{o}}pfert and
Barbara Hammer},
title = {Prototype-based classifiers in the presence of concept drift: {A}
modelling framework},
journal = {CoRR},
volume = {abs/1903.07273},
year = {2019},
url = {http://arxiv.org/abs/1903.07273},
eprinttype = {arXiv},
eprint = {1903.07273},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-07273.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-00096,
author = {Christina G{\"{o}}pfert and
Jan Philip G{\"{o}}pfert and
Barbara Hammer},
title = {Adversarial Robustness Curves},
journal = {CoRR},
volume = {abs/1908.00096},
year = {2019},
url = {http://arxiv.org/abs/1908.00096},
eprinttype = {arXiv},
eprint = {1908.00096},
timestamp = {Fri, 09 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-00096.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-00735,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {Efficient computation of counterfactual explanations of {LVQ} models},
journal = {CoRR},
volume = {abs/1908.00735},
year = {2019},
url = {http://arxiv.org/abs/1908.00735},
eprinttype = {arXiv},
eprint = {1908.00735},
timestamp = {Fri, 09 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-00735.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-09154,
author = {Alexander Schulz and
Fabian Hinder and
Barbara Hammer},
title = {DeepView: Visualizing the behavior of deep neural networks in a part
of the data space},
journal = {CoRR},
volume = {abs/1909.09154},
year = {2019},
url = {http://arxiv.org/abs/1909.09154},
eprinttype = {arXiv},
eprint = {1909.09154},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-09154.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-09218,
author = {Babak Hosseini and
Barbara Hammer},
title = {Interpretable Discriminative Dimensionality Reduction and Feature
Selection on the Manifold},
journal = {CoRR},
volume = {abs/1909.09218},
year = {2019},
url = {http://arxiv.org/abs/1909.09218},
eprinttype = {arXiv},
eprint = {1909.09218},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-09218.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-09239,
author = {Jan Philip G{\"{o}}pfert and
Heiko Wersing and
Barbara Hammer},
title = {Recovering Localized Adversarial Attacks},
journal = {CoRR},
volume = {abs/1910.09239},
year = {2019},
url = {http://arxiv.org/abs/1910.09239},
eprinttype = {arXiv},
eprint = {1910.09239},
timestamp = {Tue, 22 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-09239.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-03949,
author = {Babak Hosseini and
Barbara Hammer},
title = {Interpretable Multiple-Kernel Prototype Learning for Discriminative
Representation and Feature Selection},
journal = {CoRR},
volume = {abs/1911.03949},
year = {2019},
url = {http://arxiv.org/abs/1911.03949},
eprinttype = {arXiv},
eprint = {1911.03949},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-03949.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-04969,
author = {Babak Hosseini and
Romain Montagn{\'{e}} and
Barbara Hammer},
title = {Deep-Aligned Convolutional Neural Network for Skeleton-based Action
Recognition and Segmentation},
journal = {CoRR},
volume = {abs/1911.04969},
year = {2019},
url = {http://arxiv.org/abs/1911.04969},
eprinttype = {arXiv},
eprint = {1911.04969},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-04969.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-07749,
author = {Andr{\'{e}} Artelt and
Barbara Hammer},
title = {On the computation of counterfactual explanations - {A} survey},
journal = {CoRR},
volume = {abs/1911.07749},
year = {2019},
url = {http://arxiv.org/abs/1911.07749},
eprinttype = {arXiv},
eprint = {1911.07749},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-07749.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-01969,
author = {Fabian Hinder and
Andr{\'{e}} Artelt and
Barbara Hammer},
title = {A probability theoretic approach to drifting data in continuous time
domains},
journal = {CoRR},
volume = {abs/1912.01969},
year = {2019},
url = {http://arxiv.org/abs/1912.01969},
eprinttype = {arXiv},
eprint = {1912.01969},
timestamp = {Thu, 02 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-01969.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-04832,
author = {Lukas Pfannschmidt and
Jonathan Jakob and
Fabian Hinder and
Michael Biehl and
Peter Ti{\~{n}}o and
Barbara Hammer},
title = {Feature Relevance Determination for Ordinal Regression in the Context
of Feature Redundancies and Privileged Information},
journal = {CoRR},
volume = {abs/1912.04832},
year = {2019},
url = {http://arxiv.org/abs/1912.04832},
eprinttype = {arXiv},
eprint = {1912.04832},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-04832.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/at/BrinkrolfH18,
author = {Johannes Brinkrolf and
Barbara Hammer},
title = {Interpretable machine learning with reject option},
journal = {Autom.},
volume = {66},
number = {4},
pages = {283--290},
year = {2018},
url = {https://doi.org/10.1515/auto-2017-0123},
doi = {10.1515/AUTO-2017-0123},
timestamp = {Wed, 22 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/at/BrinkrolfH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/LuxBCLLAH18,
author = {Markus Lux and
Ryan Remy Brinkman and
C{\'{e}}dric Chauve and
Adam Laing and
Anna Lorenc and
Lucie Abeler{-}D{\"{o}}rner and
Barbara Hammer},
title = {flowLearn: fast and precise identification and quality checking of
cell populations in flow cytometry},
journal = {Bioinform.},
volume = {34},
number = {13},
pages = {2245--2253},
year = {2018},
url = {https://doi.org/10.1093/bioinformatics/bty082},
doi = {10.1093/BIOINFORMATICS/BTY082},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/LuxBCLLAH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cg/HulsmannGHKB18,
author = {Felix H{\"{u}}lsmann and
Jan Philip G{\"{o}}pfert and
Barbara Hammer and
Stefan Kopp and
Mario Botsch},
title = {Classification of motor errors to provide real-time feedback for sports
coaching in virtual reality - {A} case study in squats and Tai Chi
pushes},
journal = {Comput. Graph.},
volume = {76},
pages = {47--59},
year = {2018},
url = {https://doi.org/10.1016/j.cag.2018.08.003},
doi = {10.1016/J.CAG.2018.08.003},
timestamp = {Thu, 25 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cg/HulsmannGHKB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cim/PillayQSHS18,
author = {Nelishia Pillay and
Rong Qu and
Dipti Srinivasan and
Barbara Hammer and
Kenneth S{\"{o}}rensen},
title = {Automated Design of Machine Learning and Search Algorithms [Guest
Editorial]},
journal = {{IEEE} Comput. Intell. Mag.},
volume = {13},
number = {2},
pages = {16--17},
year = {2018},
url = {https://doi.org/10.1109/MCI.2018.2806988},
doi = {10.1109/MCI.2018.2806988},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cim/PillayQSHS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/StraatAGHB18,
author = {Michiel Straat and
Fthi Abadi and
Christina G{\"{o}}pfert and
Barbara Hammer and
Michael Biehl},
title = {Statistical Mechanics of On-Line Learning Under Concept Drift},
journal = {Entropy},
volume = {20},
number = {10},
pages = {775},
year = {2018},
url = {https://doi.org/10.3390/e20100775},
doi = {10.3390/E20100775},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/entropy/StraatAGHB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/LosingHW18,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing},
title = {Incremental on-line learning: {A} review and comparison of state of
the art algorithms},
journal = {Neurocomputing},
volume = {275},
pages = {1261--1274},
year = {2018},
url = {https://doi.org/10.1016/j.neucom.2017.06.084},
doi = {10.1016/J.NEUCOM.2017.06.084},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/LosingHW18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GopfertPGH18,
author = {Christina G{\"{o}}pfert and
Lukas Pfannschmidt and
Jan Philip G{\"{o}}pfert and
Barbara Hammer},
title = {Interpretation of linear classifiers by means of feature relevance
bounds},
journal = {Neurocomputing},
volume = {298},
pages = {69--79},
year = {2018},
url = {https://doi.org/10.1016/j.neucom.2017.11.074},
doi = {10.1016/J.NEUCOM.2017.11.074},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/GopfertPGH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/PaassenSHH18,
author = {Benjamin Paa{\ss}en and
Alexander Schulz and
Janne Hahne and
Barbara Hammer},
title = {Expectation maximization transfer learning and its application for
bionic hand prostheses},
journal = {Neurocomputing},
volume = {298},
pages = {122--133},
year = {2018},
url = {https://doi.org/10.1016/j.neucom.2017.11.072},
doi = {10.1016/J.NEUCOM.2017.11.072},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/PaassenSHH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/LosingHW18,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing},
title = {Tackling heterogeneous concept drift with the Self-Adjusting Memory
{(SAM)}},
journal = {Knowl. Inf. Syst.},
volume = {54},
number = {1},
pages = {171--201},
year = {2018},
url = {https://doi.org/10.1007/s10115-017-1137-y},
doi = {10.1007/S10115-017-1137-Y},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/kais/LosingHW18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/PaassenGH18,
author = {Benjamin Paa{\ss}en and
Christina G{\"{o}}pfert and
Barbara Hammer},
title = {Time Series Prediction for Graphs in Kernel and Dissimilarity Spaces},
journal = {Neural Process. Lett.},
volume = {48},
number = {2},
pages = {669--689},
year = {2018},
url = {https://doi.org/10.1007/s11063-017-9684-5},
doi = {10.1007/S11063-017-9684-5},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/PaassenGH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BrinkrolfBH18,
author = {Johannes Brinkrolf and
Kolja Berger and
Barbara Hammer},
title = {Differential private relevance learning},
booktitle = {26th European Symposium on Artificial Neural Networks, {ESANN} 2018,
Bruges, Belgium, April 25-27, 2018},
year = {2018},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2018-119.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BrinkrolfBH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HosseiniH18,
author = {Babak Hosseini and
Barbara Hammer},
title = {Feasibility based Large Margin Nearest Neighbor metric learning},
booktitle = {26th European Symposium on Artificial Neural Networks, {ESANN} 2018,
Bruges, Belgium, April 25-27, 2018},
year = {2018},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2018-87.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HosseiniH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/GopfertHW18,
author = {Jan Philip G{\"{o}}pfert and
Barbara Hammer and
Heiko Wersing},
editor = {Vera Kurkov{\'{a}} and
Yannis Manolopoulos and
Barbara Hammer and
Lazaros S. Iliadis and
Ilias Maglogiannis},
title = {Mitigating Concept Drift via Rejection},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2018 - 27th
International Conference on Artificial Neural Networks, Rhodes, Greece,
October 4-7, 2018, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11139},
pages = {456--467},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01418-6\_45},
doi = {10.1007/978-3-030-01418-6\_45},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/GopfertHW18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdl-epirob/QueibetaerHIAS18,
author = {Jeffrey Frederic Quei{\ss}er and
Barbara Hammer and
Hisashi Ishihara and
Minoru Asada and
Jochen Jakob Steil},
title = {Skill Memories for Parameterized Dynamic Action Primitives on the
Pneumatically Driven Humanoid Robot Child Affetto},
booktitle = {2018 Joint {IEEE} 8th International Conference on Development and
Learning and Epigenetic Robotics, ICDL-EpiRob 2018, Tokyo, Japan,
September 17-20, 2018},
pages = {39--45},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/DEVLRN.2018.8761040},
doi = {10.1109/DEVLRN.2018.8761040},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdl-epirob/QueibetaerHIAS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/LosingWH18,
author = {Viktor Losing and
Heiko Wersing and
Barbara Hammer},
title = {Enhancing Very Fast Decision Trees with Local Split-Time Predictions},
booktitle = {{IEEE} International Conference on Data Mining, {ICDM} 2018, Singapore,
November 17-20, 2018},
pages = {287--296},
publisher = {{IEEE} Computer Society},
year = {2018},
url = {https://doi.org/10.1109/ICDM.2018.00044},
doi = {10.1109/ICDM.2018.00044},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/LosingWH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/HosseiniH18,
author = {Babak Hosseini and
Barbara Hammer},
title = {Confident Kernel Sparse Coding and Dictionary Learning},
booktitle = {{IEEE} International Conference on Data Mining, {ICDM} 2018, Singapore,
November 17-20, 2018},
pages = {1031--1036},
publisher = {{IEEE} Computer Society},
year = {2018},
url = {https://doi.org/10.1109/ICDM.2018.00130},
doi = {10.1109/ICDM.2018.00130},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icdm/HosseiniH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/PaassenGMH18,
author = {Benjamin Paa{\ss}en and
Claudio Gallicchio and
Alessio Micheli and
Barbara Hammer},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Tree Edit Distance Learning via Adaptive Symbol Embeddings},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {3973--3982},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/paassen18a.html},
timestamp = {Wed, 03 Apr 2019 18:17:30 +0200},
biburl = {https://dblp.org/rec/conf/icml/PaassenGMH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/HosseiniH18,
author = {Babak Hosseini and
Barbara Hammer},
editor = {Wouter Duivesteijn and
Arno Siebes and
Antti Ukkonen},
title = {Non-negative Local Sparse Coding for Subspace Clustering},
booktitle = {Advances in Intelligent Data Analysis {XVII} - 17th International
Symposium, {IDA} 2018, 's-Hertogenbosch, The Netherlands, October
24-26, 2018, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11191},
pages = {137--150},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01768-2\_12},
doi = {10.1007/978-3-030-01768-2\_12},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ida/HosseiniH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/MeyerBEH18,
author = {Stefan Meyer and
Olivier J. N. Bertrand and
Martin Egelhaaf and
Barbara Hammer},
editor = {Hujun Yin and
David Camacho and
Paulo Novais and
Antonio J. Tall{\'{o}}n{-}Ballesteros},
title = {Inferring Temporal Structure from Predictability in Bumblebee Learning
Flight},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2018
- 19th International Conference, Madrid, Spain, November 21-23, 2018,
Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11314},
pages = {508--519},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-03493-1\_53},
doi = {10.1007/978-3-030-03493-1\_53},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ideal/MeyerBEH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iecon/LiNH18,
author = {Peng Li and
Oliver Niggemann and
Barbara Hammer},
title = {A Geometric Approach to Clustering Based Anomaly Detection for Industrial
Applications},
booktitle = {{IECON} 2018 - 44th Annual Conference of the {IEEE} Industrial Electronics
Society, Washington, DC, USA, October 21-23, 2018},
pages = {5345--5352},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IECON.2018.8592906},
doi = {10.1109/IECON.2018.8592906},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iecon/LiNH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/indin/SpechtONH18,
author = {Felix Specht and
Jens Otto and
Oliver Niggemann and
Barbara Hammer},
title = {Generation of Adversarial Examples to Prevent Misclassification of
Deep Neural Network based Condition Monitoring Systems for Cyber-Physical
Production Systems},
booktitle = {16th {IEEE} International Conference on Industrial Informatics, {INDIN}
2018, Porto, Portugal, July 18-20, 2018},
pages = {760--765},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/INDIN.2018.8472060},
doi = {10.1109/INDIN.2018.8472060},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/indin/SpechtONH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icann/2018-1,
editor = {Vera Kurkov{\'{a}} and
Yannis Manolopoulos and
Barbara Hammer and
Lazaros S. Iliadis and
Ilias Maglogiannis},
title = {Artificial Neural Networks and Machine Learning - {ICANN} 2018 - 27th
International Conference on Artificial Neural Networks, Rhodes, Greece,
October 4-7, 2018, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11139},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01418-6},
doi = {10.1007/978-3-030-01418-6},
isbn = {978-3-030-01417-9},
timestamp = {Tue, 14 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/2018-1.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icann/2018-2,
editor = {Vera Kurkov{\'{a}} and
Yannis Manolopoulos and
Barbara Hammer and
Lazaros S. Iliadis and
Ilias Maglogiannis},
title = {Artificial Neural Networks and Machine Learning - {ICANN} 2018 - 27th
International Conference on Artificial Neural Networks, Rhodes, Greece,
October 4-7, 2018, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {11140},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01421-6},
doi = {10.1007/978-3-030-01421-6},
isbn = {978-3-030-01420-9},
timestamp = {Tue, 14 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/2018-2.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icann/2018-3,
editor = {Vera Kurkov{\'{a}} and
Yannis Manolopoulos and
Barbara Hammer and
Lazaros S. Iliadis and
Ilias Maglogiannis},
title = {Artificial Neural Networks and Machine Learning - {ICANN} 2018 - 27th
International Conference on Artificial Neural Networks, Rhodes, Greece,
October 4-7, 2018, Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {11141},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01424-7},
doi = {10.1007/978-3-030-01424-7},
isbn = {978-3-030-01423-0},
timestamp = {Tue, 14 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/2018-3.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-05009,
author = {Benjamin Paa{\ss}en and
Claudio Gallicchio and
Alessio Micheli and
Barbara Hammer},
title = {Tree Edit Distance Learning via Adaptive Symbol Embeddings},
journal = {CoRR},
volume = {abs/1806.05009},
year = {2018},
url = {http://arxiv.org/abs/1806.05009},
eprinttype = {arXiv},
eprint = {1806.05009},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-05009.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-08032,
author = {Cagatay Turkay and
Nicola Pezzotti and
Carsten Binnig and
Hendrik Strobelt and
Barbara Hammer and
Daniel A. Keim and
Jean{-}Daniel Fekete and
Themis Palpanas and
Yunhai Wang and
Florin Rusu},
title = {Progressive Data Science: Potential and Challenges},
journal = {CoRR},
volume = {abs/1812.08032},
year = {2018},
url = {http://arxiv.org/abs/1812.08032},
eprinttype = {arXiv},
eprint = {1812.08032},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-08032.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/SchulzBH17,
author = {Alexander Schulz and
Johannes Brinkrolf and
Barbara Hammer},
title = {Efficient kernelisation of discriminative dimensionality reduction},
journal = {Neurocomputing},
volume = {268},
pages = {34--41},
year = {2017},
url = {https://doi.org/10.1016/j.neucom.2017.01.104},
doi = {10.1016/J.NEUCOM.2017.01.104},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/SchulzBH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/HeHFHHKKLLMMPQR17,
author = {Haibo He and
Robert Haas and
Jun Fu and
Barbara Hammer and
Daniel W. C. Ho and
Fakhri Karray and
Dhireesha Kudithipudi and
Jos{\'{e}} Antonio Lozano and
Teresa Bernarda Ludermir and
Jacek Mandziuk and
Stefano Melacci and
Antonio Paiva and
Hong Qiao and
Alain Rakotomamonjy and
Shiliang Sun and
Johan A. K. Suykens and
Meng Wang},
title = {Editorial: {A} Successful Year and Looking Forward to 2017 and Beyond},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {28},
number = {1},
pages = {2--7},
year = {2017},
url = {https://doi.org/10.1109/TNNLS.2016.2636698},
doi = {10.1109/TNNLS.2016.2636698},
timestamp = {Wed, 28 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/HeHFHHKKLLMMPQR17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aime/Prahm0PAHD17,
author = {Cosima Prahm and
Alexander Schulz and
Benjamin Paa{\ss}en and
Oskar Aszmann and
Barbara Hammer and
Georg Dorffner},
editor = {Annette ten Teije and
Christian Popow and
John H. Holmes and
Lucia Sacchi},
title = {Echo State Networks as Novel Approach for Low-Cost Myoelectric Control},
booktitle = {Artificial Intelligence in Medicine - 16th Conference on Artificial
Intelligence in Medicine, {AIME} 2017, Vienna, Austria, June 21-24,
2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10259},
pages = {338--342},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-59758-4\_40},
doi = {10.1007/978-3-319-59758-4\_40},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aime/Prahm0PAHD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GopfertPH17,
author = {Christina G{\"{o}}pfert and
Lukas Pfannschmidt and
Barbara Hammer},
title = {Feature Relevance Bounds for Linear Classification},
booktitle = {25th European Symposium on Artificial Neural Networks, {ESANN} 2017,
Bruges, Belgium, April 26-28, 2017},
year = {2017},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2017-67.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GopfertPH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/Paassen0HH17,
author = {Benjamin Paassen and
Alexander Schulz and
Janne Hahne and
Barbara Hammer},
title = {An {EM} transfer learning algorithm with applications in bionic hand
prostheses},
booktitle = {25th European Symposium on Artificial Neural Networks, {ESANN} 2017,
Bruges, Belgium, April 26-28, 2017},
year = {2017},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2017-57.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/Paassen0HH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/LosingHW17,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing},
editor = {Carles Sierra},
title = {Self-Adjusting Memory: How to Deal with Diverse Drift Types},
booktitle = {Proceedings of the Twenty-Sixth International Joint Conference on
Artificial Intelligence, {IJCAI} 2017, Melbourne, Australia, August
19-25, 2017},
pages = {4899--4903},
publisher = {ijcai.org},
year = {2017},
url = {https://doi.org/10.24963/ijcai.2017/690},
doi = {10.24963/IJCAI.2017/690},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/LosingHW17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/FrenayH17,
author = {Beno{\^{\i}}t Fr{\'{e}}nay and
Barbara Hammer},
title = {Label-noise-tolerant classification for streaming data},
booktitle = {2017 International Joint Conference on Neural Networks, {IJCNN} 2017,
Anchorage, AK, USA, May 14-19, 2017},
pages = {1748--1755},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IJCNN.2017.7966062},
doi = {10.1109/IJCNN.2017.7966062},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/FrenayH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itsc/LosingHW17,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing},
title = {Personalized maneuver prediction at intersections},
booktitle = {20th {IEEE} International Conference on Intelligent Transportation
Systems, {ITSC} 2017, Yokohama, Japan, October 16-19, 2017},
pages = {1--6},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/ITSC.2017.8317760},
doi = {10.1109/ITSC.2017.8317760},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/itsc/LosingHW17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/Berger0PH17,
author = {Kolja Berger and
Alexander Schulz and
Benjamin Paa{\ss}en and
Barbara Hammer},
title = {Linear supervised transfer learning for the large margin nearest neighbor
classifier},
booktitle = {2017 {IEEE} Symposium Series on Computational Intelligence, {SSCI}
2017, Honolulu, HI, USA, November 27 - Dec. 1, 2017},
pages = {1--6},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/SSCI.2017.8285359},
doi = {10.1109/SSCI.2017.8285359},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/Berger0PH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/GopfertGBH17,
author = {Jan Philip G{\"{o}}pfert and
Christina G{\"{o}}pfert and
Mario Botsch and
Barbara Hammer},
title = {Effects of variability in synthetic training data on convolutional
neural networks for 3D head reconstruction},
booktitle = {2017 {IEEE} Symposium Series on Computational Intelligence, {SSCI}
2017, Honolulu, HI, USA, November 27 - Dec. 1, 2017},
pages = {1--7},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/SSCI.2017.8285305},
doi = {10.1109/SSCI.2017.8285305},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/GopfertGBH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/BrinkrolfH17,
author = {Johannes Brinkrolf and
Barbara Hammer},
editor = {Jean{-}Charles Lamirel and
Marie Cottrell and
Madalina Olteanu},
title = {Probabilistic extension and reject options for pairwise {LVQ}},
booktitle = {12th International Workshop on Self-Organizing Maps and Learning Vector
Quantization, Clustering and Data Visualization, {WSOM} 2017, Nancy,
France, June 28-30, 2017},
pages = {205--212},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/WSOM.2017.8020028},
doi = {10.1109/WSOM.2017.8020028},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/BrinkrolfH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PaassenGH17,
author = {Benjamin Paa{\ss}en and
Christina G{\"{o}}pfert and
Barbara Hammer},
title = {Time Series Prediction for Graphs in Kernel and Dissimilarity Spaces},
journal = {CoRR},
volume = {abs/1704.06498},
year = {2017},
url = {http://arxiv.org/abs/1704.06498},
eprinttype = {arXiv},
eprint = {1704.06498},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/PaassenGH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-06564,
author = {Benjamin Paa{\ss}en and
Barbara Hammer and
Thomas William Price and
Tiffany Barnes and
Sebastian Gross and
Niels Pinkwart},
title = {The Continuous Hint Factory - Providing Hints in Vast and Sparsely
Populated Edit Distance Spaces},
journal = {CoRR},
volume = {abs/1708.06564},
year = {2017},
url = {http://arxiv.org/abs/1708.06564},
eprinttype = {arXiv},
eprint = {1708.06564},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-06564.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-09256,
author = {Benjamin Paa{\ss}en and
Alexander Schulz and
Janne Hahne and
Barbara Hammer},
title = {Expectation maximization transfer learning and its application for
bionic hand prostheses},
journal = {CoRR},
volume = {abs/1711.09256},
year = {2017},
url = {http://arxiv.org/abs/1711.09256},
eprinttype = {arXiv},
eprint = {1711.09256},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-09256.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/LuxKRMSWSH16,
author = {Markus Lux and
Jan Kr{\"{u}}ger and
Christian Rinke and
Irena Maus and
Andreas Schl{\"{u}}ter and
Tanja Woyke and
Alexander Sczyrba and
Barbara Hammer},
title = {acdc - Automated Contamination Detection and Confidence estimation
for single-cell genome data},
journal = {{BMC} Bioinform.},
volume = {17},
pages = {543:1--543:11},
year = {2016},
url = {https://doi.org/10.1186/s12859-016-1397-7},
doi = {10.1186/S12859-016-1397-7},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/LuxKRMSWSH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/PaassenMH16,
author = {Benjamin Paa{\ss}en and
Bassam Mokbel and
Barbara Hammer},
title = {Adaptive structure metrics for automated feedback provision in intelligent
tutoring systems},
journal = {Neurocomputing},
volume = {192},
pages = {3--13},
year = {2016},
url = {https://doi.org/10.1016/j.neucom.2015.12.108},
doi = {10.1016/J.NEUCOM.2015.12.108},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/PaassenMH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/FischerHW16,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
title = {Optimal local rejection for classifiers},
journal = {Neurocomputing},
volume = {214},
pages = {445--457},
year = {2016},
url = {https://doi.org/10.1016/j.neucom.2016.06.038},
doi = {10.1016/J.NEUCOM.2016.06.038},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/FischerHW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/paa/SchleifHMJBBP16,
author = {Frank{-}Michael Schleif and
Barbara Hammer and
Javier Gonzalez Monroy and
Javier Gonz{\'{a}}lez Jim{\'{e}}nez and
Jos{\'{e}}{-}Luis Blanco{-}Claraco and
Michael Biehl and
Nicolai Petkov},
title = {Odor recognition in robotics applications by discriminative time-series
modeling},
journal = {Pattern Anal. Appl.},
volume = {19},
number = {1},
pages = {207--220},
year = {2016},
url = {https://doi.org/10.1007/s10044-014-0442-2},
doi = {10.1007/S10044-014-0442-2},
timestamp = {Fri, 26 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/paa/SchleifHMJBBP16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/astroinf/BiehlHV16,
author = {Michael Biehl and
Barbara Hammer and
Thomas Villmann},
editor = {Massimo Brescia and
S. George Djorgovski and
Eric D. Feigelson and
Giuseppe Longo and
Stefano Cavuoti},
title = {Prototype-based Models for the Supervised Learning of Classification
Schemes},
booktitle = {Astroinformatics 2016, Sorrento, Italy, October 19-25, 2016},
series = {Proceedings of the International Astronomical Union},
volume = {12},
number = {{S325}},
pages = {129--138},
publisher = {Cambridge University Press},
year = {2016},
url = {https://doi.org/10.1017/S1743921316012928},
doi = {10.1017/S1743921316012928},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/astroinf/BiehlHV16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edm/PaassenJH16,
author = {Benjamin Paa{\ss}en and
Joris Jensen and
Barbara Hammer},
editor = {Tiffany Barnes and
Min Chi and
Mingyu Feng},
title = {Execution Traces as a Powerful Data Representation for Intelligent
Tutoring Systems for Programming},
booktitle = {Proceedings of the 9th International Conference on Educational Data
Mining, {EDM} 2016, Raleigh, North Carolina, USA, June 29 - July 2,
2016},
pages = {183--190},
publisher = {International Educational Data Mining Society {(IEDMS)}},
year = {2016},
url = {http://www.educationaldatamining.org/EDM2016/proceedings/paper\_17.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/edm/PaassenJH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/0001H16,
author = {Alexander Schulz and
Barbara Hammer},
title = {Discriminative dimensionality reduction in kernel space},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-186.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/0001H16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GepperthH16,
author = {Alexander Gepperth and
Barbara Hammer},
title = {Incremental learning algorithms and applications},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-19.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GepperthH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/LosingHW16,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing},
title = {Choosing the best algorithm for an incremental on-line learning task},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-71.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/LosingHW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/PaassenGH16,
author = {Benjamin Paassen and
Christina G{\"{o}}pfert and
Barbara Hammer},
title = {Gaussian process prediction for time series of structured data},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-109.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/PaassenGH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/KummertPJGH16,
author = {Johannes Kummert and
Benjamin Paassen and
Joris Jensen and
Christina G{\"{o}}pfert and
Barbara Hammer},
editor = {Alessandro E. P. Villa and
Paolo Masulli and
Antonio Javier Pons Rivero},
title = {Local Reject Option for Deterministic Multi-class {SVM}},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2016 - 25th
International Conference on Artificial Neural Networks, Barcelona,
Spain, September 6-9, 2016, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {9887},
pages = {251--258},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-44781-0\_30},
doi = {10.1007/978-3-319-44781-0\_30},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/KummertPJGH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/HosseiniHBH16,
author = {Babak Hosseini and
Felix H{\"{u}}lsmann and
Mario Botsch and
Barbara Hammer},
editor = {Alessandro E. P. Villa and
Paolo Masulli and
Antonio Javier Pons Rivero},
title = {Non-negative Kernel Sparse Coding for the Analysis of Motion Data},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2016 - 25th
International Conference on Artificial Neural Networks, Barcelona,
Spain, September 6-9, 2016, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {9887},
pages = {506--514},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-44781-0\_60},
doi = {10.1007/978-3-319-44781-0\_60},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/HosseiniHBH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/GopfertPH16,
author = {Christina G{\"{o}}pfert and
Benjamin Paassen and
Barbara Hammer},
editor = {Alessandro E. P. Villa and
Paolo Masulli and
Antonio Javier Pons Rivero},
title = {Convergence of Multi-pass Large Margin Nearest Neighbor Metric Learning},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2016 - 25th
International Conference on Artificial Neural Networks, Barcelona,
Spain, September 6-9, 2016, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {9886},
pages = {510--517},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-44778-0\_60},
doi = {10.1007/978-3-319-44778-0\_60},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/GopfertPH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/LosingHW16,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing},
editor = {Francesco Bonchi and
Josep Domingo{-}Ferrer and
Ricardo Baeza{-}Yates and
Zhi{-}Hua Zhou and
Xindong Wu},
title = {{KNN} Classifier with Self Adjusting Memory for Heterogeneous Concept
Drift},
booktitle = {{IEEE} 16th International Conference on Data Mining, {ICDM} 2016,
December 12-15, 2016, Barcelona, Spain},
pages = {291--300},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/ICDM.2016.0040},
doi = {10.1109/ICDM.2016.0040},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icdm/LosingHW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/FischerHW16,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
title = {Online metric learning for an adaptation to confidence drift},
booktitle = {2016 International Joint Conference on Neural Networks, {IJCNN} 2016,
Vancouver, BC, Canada, July 24-29, 2016},
pages = {748--755},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/IJCNN.2016.7727275},
doi = {10.1109/IJCNN.2016.7727275},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/FischerHW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/VillmannKBVDSH16,
author = {Thomas Villmann and
Marika Kaden and
Andrea Bohnsack and
J.{-}M. Villmann and
T. Drogies and
Sascha Saralajew and
Barbara Hammer},
editor = {Erzs{\'{e}}bet Mer{\'{e}}nyi and
Michael J. Mendenhall and
Patrick O'Driscoll},
title = {Self-Adjusting Reject Options in Prototype Based Classification},
booktitle = {Advances in Self-Organizing Maps and Learning Vector Quantization
- Proceedings of the 11th International Workshop {WSOM} 2016, Houston,
Texas, USA, January 6-8, 2016},
series = {Advances in Intelligent Systems and Computing},
volume = {428},
pages = {269--279},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-28518-4\_24},
doi = {10.1007/978-3-319-28518-4\_24},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/VillmannKBVDSH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HosseiniH16,
author = {Babak Hosseini and
Barbara Hammer},
title = {Efficient Metric Learning for the Analysis of Motion Data},
journal = {CoRR},
volume = {abs/1610.05083},
year = {2016},
url = {http://arxiv.org/abs/1610.05083},
eprinttype = {arXiv},
eprint = {1610.05083},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HosseiniH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HosseiniH16a,
author = {Babak Hosseini and
Barbara Hammer},
title = {Feasibility Based-Large Margin Nearest Neighbor Metric Learning},
journal = {CoRR},
volume = {abs/1610.05710},
year = {2016},
url = {http://arxiv.org/abs/1610.05710},
eprinttype = {arXiv},
eprint = {1610.05710},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HosseiniH16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/amai/SchleifZH15,
author = {Frank{-}Michael Schleif and
Xibin Zhu and
Barbara Hammer},
title = {Sparse conformal prediction for dissimilarity data},
journal = {Ann. Math. Artif. Intell.},
volume = {74},
number = {1-2},
pages = {95--116},
year = {2015},
url = {https://doi.org/10.1007/s10472-014-9402-1},
doi = {10.1007/S10472-014-9402-1},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/amai/SchleifZH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GisbrechtSH15,
author = {Andrej Gisbrecht and
Alexander Schulz and
Barbara Hammer},
title = {Parametric nonlinear dimensionality reduction using kernel t-SNE},
journal = {Neurocomputing},
volume = {147},
pages = {71--82},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2013.11.045},
doi = {10.1016/J.NEUCOM.2013.11.045},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/GisbrechtSH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HofmannGH15,
author = {Daniela Hofmann and
Andrej Gisbrecht and
Barbara Hammer},
title = {Efficient approximations of robust soft learning vector quantization
for non-vectorial data},
journal = {Neurocomputing},
volume = {147},
pages = {96--106},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2013.11.044},
doi = {10.1016/J.NEUCOM.2013.11.044},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/HofmannGH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/NebelHFV15,
author = {David Nebel and
Barbara Hammer and
Kathleen Frohberg and
Thomas Villmann},
title = {Median variants of learning vector quantization for learning of dissimilarity
data},
journal = {Neurocomputing},
volume = {169},
pages = {295--305},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2014.12.096},
doi = {10.1016/J.NEUCOM.2014.12.096},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/NebelHFV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/MokbelPSH15,
author = {Bassam Mokbel and
Benjamin Paa{\ss}en and
Frank{-}Michael Schleif and
Barbara Hammer},
title = {Metric learning for sequences in relational {LVQ}},
journal = {Neurocomputing},
volume = {169},
pages = {306--322},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2014.11.082},
doi = {10.1016/J.NEUCOM.2014.11.082},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/MokbelPSH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/FischerHW15,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
title = {Efficient rejection strategies for prototype-based classification},
journal = {Neurocomputing},
volume = {169},
pages = {334--342},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2014.10.092},
doi = {10.1016/J.NEUCOM.2014.10.092},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/FischerHW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/HammerT15,
author = {Barbara Hammer and
Marc Toussaint},
title = {Special Issue on Autonomous Learning},
journal = {K{\"{u}}nstliche Intell.},
volume = {29},
number = {4},
pages = {323--327},
year = {2015},
url = {https://doi.org/10.1007/s13218-015-0392-x},
doi = {10.1007/S13218-015-0392-X},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/HammerT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/WalterHMPH15,
author = {Oliver Walter and
Reinhold Haeb{-}Umbach and
Bassam Mokbel and
Benjamin Paa{\ss}en and
Barbara Hammer},
title = {Autonomous Learning of Representations},
journal = {K{\"{u}}nstliche Intell.},
volume = {29},
number = {4},
pages = {339--351},
year = {2015},
url = {https://doi.org/10.1007/s13218-015-0372-1},
doi = {10.1007/S13218-015-0372-1},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/WalterHMPH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/GrossMHP15,
author = {Sebastian Gross and
Bassam Mokbel and
Barbara Hammer and
Niels Pinkwart},
title = {Learning Feedback in Intelligent Tutoring Systems - Report of the
{FIT} Project, Conducted from December 2011 to March 2015},
journal = {K{\"{u}}nstliche Intell.},
volume = {29},
number = {4},
pages = {413--418},
year = {2015},
url = {https://doi.org/10.1007/s13218-015-0367-y},
doi = {10.1007/S13218-015-0367-Y},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/GrossMHP15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/SchulzGH15,
author = {Alexander Schulz and
Andrej Gisbrecht and
Barbara Hammer},
title = {Using Discriminative Dimensionality Reduction to Visualize Classifiers},
journal = {Neural Process. Lett.},
volume = {42},
number = {1},
pages = {27--54},
year = {2015},
url = {https://doi.org/10.1007/s11063-014-9394-1},
doi = {10.1007/S11063-014-9394-1},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/SchulzGH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/widm/GisbrechtH15,
author = {Andrej Gisbrecht and
Barbara Hammer},
title = {Data visualization by nonlinear dimensionality reduction},
journal = {WIREs Data Mining Knowl. Discov.},
volume = {5},
number = {2},
pages = {51--73},
year = {2015},
url = {https://doi.org/10.1002/widm.1147},
doi = {10.1002/WIDM.1147},
timestamp = {Fri, 21 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/widm/GisbrechtH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/caip/SchulzH15,
author = {Alexander Schulz and
Barbara Hammer},
editor = {George Azzopardi and
Nicolai Petkov},
title = {Visualization of Regression Models Using Discriminative Dimensionality
Reduction},
booktitle = {Computer Analysis of Images and Patterns - 16th International Conference,
{CAIP} 2015, Valletta, Malta, September 2-4, 2015, Proceedings, Part
{II}},
series = {Lecture Notes in Computer Science},
volume = {9257},
pages = {437--449},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-23117-4\_38},
doi = {10.1007/978-3-319-23117-4\_38},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/caip/SchulzH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsaa/HosseiniH15,
author = {Babak Hosseini and
Barbara Hammer},
title = {Efficient metric learning for the analysis of motion data},
booktitle = {2015 {IEEE} International Conference on Data Science and Advanced
Analytics, {DSAA} 2015, Campus des Cordeliers, Paris, France, October
19-21, 2015},
pages = {1--10},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/DSAA.2015.7344819},
doi = {10.1109/DSAA.2015.7344819},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dsaa/HosseiniH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edm/PaassenMH15,
author = {Benjamin Paa{\ss}en and
Bassam Mokbel and
Barbara Hammer},
editor = {Olga C. Santos and
Jesus Boticario and
Crist{\'{o}}bal Romero and
Mykola Pechenizkiy and
Agathe Merceron and
Piotr Mitros and
Jos{\'{e}} Mar{\'{\i}}a Luna and
Marian Cristian Mihaescu and
Pablo Moreno and
Arnon Hershkovitz and
Sebasti{\'{a}}n Ventura and
Michel C. Desmarais},
title = {A Toolbox for Adaptive Sequence Dissimilarity Measures for Intelligent
Tutoring Systems},
booktitle = {Proceedings of the 8th International Conference on Educational Data
Mining, {EDM} 2015, Madrid, Spain, June 26-29, 2015},
pages = {632},
publisher = {International Educational Data Mining Society {(IEDMS)}},
year = {2015},
url = {http://www.educationaldatamining.org/EDM2015/proceedings/demo632.pdf},
timestamp = {Tue, 23 Aug 2022 09:19:48 +0200},
biburl = {https://dblp.org/rec/conf/edm/PaassenMH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/Blobaum0H15,
author = {Patrick Bl{\"{o}}baum and
Alexander Schulz and
Barbara Hammer},
title = {Unsupervised Dimensionality Reduction for Transfer Learning},
booktitle = {23rd European Symposium on Artificial Neural Networks, {ESANN} 2015,
Bruges, Belgium, April 22-24, 2015},
year = {2015},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2015-134.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/Blobaum0H15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/FischerHW15,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
title = {Certainty-based prototype insertion/deletion for classification with
metric adaptation},
booktitle = {23rd European Symposium on Artificial Neural Networks, {ESANN} 2015,
Bruges, Belgium, April 22-24, 2015},
year = {2015},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2015-88.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/FischerHW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/PaassenMH15,
author = {Benjamin Paassen and
Bassam Mokbel and
Barbara Hammer},
title = {Adaptive structure metrics for automated feedback provision in Java
programming},
booktitle = {23rd European Symposium on Artificial Neural Networks, {ESANN} 2015,
Bruges, Belgium, April 22-24, 2015},
year = {2015},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2015-43.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/PaassenMH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/SchulzH15,
author = {Alexander Schulz and
Barbara Hammer},
editor = {Maria De Marsico and
M{\'{a}}rio A. T. Figueiredo and
Ana L. N. Fred},
title = {Metric Learning in Dimensionality Reduction},
booktitle = {{ICPRAM} 2015 - Proceedings of the International Conference on Pattern
Recognition Applications and Methods, Volume 1, Lisbon, Portugal,
10-12 January, 2015},
pages = {232--239},
publisher = {SciTePress},
year = {2015},
timestamp = {Tue, 10 May 2016 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/SchulzH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/BiehlHSSV15,
author = {Michael Biehl and
Barbara Hammer and
Frank{-}Michael Schleif and
Petra Schneider and
Thomas Villmann},
title = {Stationarity of Matrix Relevance {LVQ}},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--8},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280441},
doi = {10.1109/IJCNN.2015.7280441},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/BiehlHSSV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/FischerHW15,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
title = {Combining offline and online classifiers for life-long learning},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--8},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280678},
doi = {10.1109/IJCNN.2015.7280678},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/FischerHW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/LosingHW15,
author = {Viktor Losing and
Barbara Hammer and
Heiko Wersing},
title = {Interactive online learning for obstacle classification on a mobile
robot},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--8},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280610},
doi = {10.1109/IJCNN.2015.7280610},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/LosingHW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/LuxSH15,
author = {Markus Lux and
Alexander Sczyrba and
Barbara Hammer},
title = {Automatic discovery of metagenomic structure},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--8},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280500},
doi = {10.1109/IJCNN.2015.7280500},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/LuxSH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/SchulzH15,
author = {Alexander Schulz and
Barbara Hammer},
title = {Discriminative dimensionality reduction for regression problems using
the Fisher metric},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--8},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280736},
doi = {10.1109/IJCNN.2015.7280736},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/SchulzH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/0001MBH15,
author = {Alexander Schulz and
Bassam Mokbel and
Michael Biehl and
Barbara Hammer},
title = {Inferring Feature Relevances From Metric Learning},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2015,
Cape Town, South Africa, December 7-10, 2015},
pages = {1599--1606},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/SSCI.2015.225},
doi = {10.1109/SSCI.2015.225},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/0001MBH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/FischerHW15,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
title = {Optimum Reject Options for Prototype-based Classification},
journal = {CoRR},
volume = {abs/1503.06549},
year = {2015},
url = {http://arxiv.org/abs/1503.06549},
eprinttype = {arXiv},
eprint = {1503.06549},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/FischerHW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cim/JinH14,
author = {Yaochu Jin and
Barbara Hammer},
title = {Computational Intelligence in Big Data [Guest Editorial]},
journal = {{IEEE} Comput. Intell. Mag.},
volume = {9},
number = {3},
pages = {12--13},
year = {2014},
url = {https://doi.org/10.1109/MCI.2014.2326098},
doi = {10.1109/MCI.2014.2326098},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cim/JinH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijlt/GrossMPHP14,
author = {Sebastian Gross and
Bassam Mokbel and
Benjamin Paa{\ss}en and
Barbara Hammer and
Niels Pinkwart},
title = {Example-based feedback provision using structured solution spaces},
journal = {Int. J. Learn. Technol.},
volume = {9},
number = {3},
pages = {248--280},
year = {2014},
url = {https://doi.org/10.1504/IJLT.2014.065752},
doi = {10.1504/IJLT.2014.065752},
timestamp = {Thu, 16 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijlt/GrossMPHP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HammerV14,
author = {Barbara Hammer and
Thomas Villmann},
title = {Special issue on new challenges in neural computation 2012},
journal = {Neurocomputing},
volume = {131},
pages = {1},
year = {2014},
url = {https://doi.org/10.1016/j.neucom.2013.11.002},
doi = {10.1016/J.NEUCOM.2013.11.002},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/HammerV14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HammerHSZ14,
author = {Barbara Hammer and
Daniela Hofmann and
Frank{-}Michael Schleif and
Xibin Zhu},
title = {Learning vector quantization for (dis-)similarities},
journal = {Neurocomputing},
volume = {131},
pages = {43--51},
year = {2014},
url = {https://doi.org/10.1016/j.neucom.2013.05.054},
doi = {10.1016/J.NEUCOM.2013.05.054},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/HammerHSZ14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HofmannSPH14,
author = {Daniela Hofmann and
Frank{-}Michael Schleif and
Benjamin Paa{\ss}en and
Barbara Hammer},
title = {Learning interpretable kernelized prototype-based models},
journal = {Neurocomputing},
volume = {141},
pages = {84--96},
year = {2014},
url = {https://doi.org/10.1016/j.neucom.2014.03.003},
doi = {10.1016/J.NEUCOM.2014.03.003},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/HofmannSPH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/ZhuSH14,
author = {Xibin Zhu and
Frank{-}Michael Schleif and
Barbara Hammer},
title = {Adaptive conformal semi-supervised vector quantization for dissimilarity
data},
journal = {Pattern Recognit. Lett.},
volume = {49},
pages = {138--145},
year = {2014},
url = {https://doi.org/10.1016/j.patrec.2014.07.009},
doi = {10.1016/J.PATREC.2014.07.009},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/prl/ZhuSH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidm/FrenayHSBH14,
author = {Beno{\^{\i}}t Fr{\'{e}}nay and
Daniela Hofmann and
Alexander Schulz and
Michael Biehl and
Barbara Hammer},
title = {Valid interpretation of feature relevance for linear data mappings},
booktitle = {2014 {IEEE} Symposium on Computational Intelligence and Data Mining,
{CIDM} 2014, Orlando, FL, USA, December 9-12, 2014},
pages = {149--156},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/CIDM.2014.7008661},
doi = {10.1109/CIDM.2014.7008661},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cidm/FrenayHSBH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/FischerHW14,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
title = {Rejection strategies for learning vector quantization},
booktitle = {22th European Symposium on Artificial Neural Networks, {ESANN} 2014,
Bruges, Belgium, April 23-25, 2014},
year = {2014},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2014-131.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/FischerHW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerHM14,
author = {Barbara Hammer and
Haibo He and
Thomas Martinetz},
title = {Learning and modeling big data},
booktitle = {22th European Symposium on Artificial Neural Networks, {ESANN} 2014,
Bruges, Belgium, April 23-25, 2014},
year = {2014},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2014-8.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerHM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/MokbelPH14,
author = {Bassam Mokbel and
Benjamin Paa{\ss}en and
Barbara Hammer},
title = {Adaptive distance measures for sequential data},
booktitle = {22th European Symposium on Artificial Neural Networks, {ESANN} 2014,
Bruges, Belgium, April 23-25, 2014},
year = {2014},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2014-82.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/MokbelPH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/NebelHV14,
author = {David Nebel and
Barbara Hammer and
Thomas Villmann},
title = {Supervised Generative Models for Learning Dissimilarity Data},
booktitle = {22th European Symposium on Artificial Neural Networks, {ESANN} 2014,
Bruges, Belgium, April 23-25, 2014},
year = {2014},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2014-91.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/NebelHV14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/SchulzGH14,
author = {Alexander Schulz and
Andrej Gisbrecht and
Barbara Hammer},
title = {Relevance Learning for Dimensionality Reduction},
booktitle = {22th European Symposium on Artificial Neural Networks, {ESANN} 2014,
Bruges, Belgium, April 23-25, 2014},
year = {2014},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2014-165.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/SchulzGH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/FischerHW14,
author = {Lydia Fischer and
Barbara Hammer and
Heiko Wersing},
editor = {Stefan Wermter and
Cornelius Weber and
Wlodzislaw Duch and
Timo Honkela and
Petia D. Koprinkova{-}Hristova and
Sven Magg and
G{\"{u}}nther Palm and
Alessandro E. P. Villa},
title = {Local Rejection Strategies for Learning Vector Quantization},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2014 - 24th
International Conference on Artificial Neural Networks, Hamburg, Germany,
September 15-19, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8681},
pages = {563--570},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11179-7\_71},
doi = {10.1007/978-3-319-11179-7\_71},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/FischerHW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/MokbelPH14,
author = {Bassam Mokbel and
Benjamin Paa{\ss}en and
Barbara Hammer},
editor = {Stefan Wermter and
Cornelius Weber and
Wlodzislaw Duch and
Timo Honkela and
Petia D. Koprinkova{-}Hristova and
Sven Magg and
G{\"{u}}nther Palm and
Alessandro E. P. Villa},
title = {Efficient Adaptation of Structure Metrics in Prototype-Based Classification},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2014 - 24th
International Conference on Artificial Neural Networks, Hamburg, Germany,
September 15-19, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8681},
pages = {571--578},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11179-7\_72},
doi = {10.1007/978-3-319-11179-7\_72},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/MokbelPH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/its/GrossMHP14,
author = {Sebastian Gross and
Bassam Mokbel and
Barbara Hammer and
Niels Pinkwart},
editor = {Stefan Trausan{-}Matu and
Kristy Elizabeth Boyer and
Martha E. Crosby and
Kitty Panourgia},
title = {How to Select an Example? {A} Comparison of Selection Strategies in
Example-Based Learning},
booktitle = {Intelligent Tutoring Systems - 12th International Conference, {ITS}
2014, Honolulu, HI, USA, June 5-9, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8474},
pages = {340--347},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-07221-0\_42},
doi = {10.1007/978-3-319-07221-0\_42},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/its/GrossMHP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/FischerNVHW14,
author = {Lydia Fischer and
David Nebel and
Thomas Villmann and
Barbara Hammer and
Heiko Wersing},
editor = {Thomas Villmann and
Frank{-}Michael Schleif and
Marika Kaden and
Mandy Lange},
title = {Rejection Strategies for Learning Vector Quantization - {A} Comparison
of Probabilistic and Deterministic Approaches},
booktitle = {Advances in Self-Organizing Maps and Learning Vector Quantization
- Proceedings of the 10th International Workshop, {WSOM} 2014, Mittweida,
Germany, July, 2-4, 2014},
series = {Advances in Intelligent Systems and Computing},
volume = {295},
pages = {109--118},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-07695-9\_10},
doi = {10.1007/978-3-319-07695-9\_10},
timestamp = {Mon, 26 Jun 2023 20:48:50 +0200},
biburl = {https://dblp.org/rec/conf/wsom/FischerNVHW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/HammerNRV14,
author = {Barbara Hammer and
David Nebel and
Martin Riedel and
Thomas Villmann},
editor = {Thomas Villmann and
Frank{-}Michael Schleif and
Marika Kaden and
Mandy Lange},
title = {Generative versus Discriminative Prototype Based Classification},
booktitle = {Advances in Self-Organizing Maps and Learning Vector Quantization
- Proceedings of the 10th International Workshop, {WSOM} 2014, Mittweida,
Germany, July, 2-4, 2014},
series = {Advances in Intelligent Systems and Computing},
volume = {295},
pages = {123--132},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-07695-9\_12},
doi = {10.1007/978-3-319-07695-9\_12},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/HammerNRV14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/HammerKLL13,
author = {Barbara Hammer and
Daniel A. Keim and
Neil D. Lawrence and
Guy Lebanon},
title = {Preface: Intelligent interactive data visualization},
journal = {Data Min. Knowl. Discov.},
volume = {27},
number = {1},
pages = {1--3},
year = {2013},
url = {https://doi.org/10.1007/s10618-013-0309-y},
doi = {10.1007/S10618-013-0309-Y},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/datamine/HammerKLL13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/MokbelLGH13,
author = {Bassam Mokbel and
Wouter Lueks and
Andrej Gisbrecht and
Barbara Hammer},
title = {Visualizing the quality of dimensionality reduction},
journal = {Neurocomputing},
volume = {112},
pages = {109--123},
year = {2013},
url = {https://doi.org/10.1016/j.neucom.2012.11.046},
doi = {10.1016/J.NEUCOM.2012.11.046},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/MokbelLGH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aied/GrossMHP13,
author = {Sebastian Gross and
Bassam Mokbel and
Barbara Hammer and
Niels Pinkwart},
editor = {H. Chad Lane and
Kalina Yacef and
Jack Mostow and
Philip I. Pavlik},
title = {Towards Providing Feedback to Students in Absence of Formalized Domain
Models},
booktitle = {Artificial Intelligence in Education - 16th International Conference,
{AIED} 2013, Memphis, TN, USA, July 9-13, 2013. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7926},
pages = {644--648},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-39112-5\_79},
doi = {10.1007/978-3-642-39112-5\_79},
timestamp = {Tue, 14 May 2019 10:00:54 +0200},
biburl = {https://dblp.org/rec/conf/aied/GrossMHP13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/braincomp/BiehlHV13,
author = {Michael Biehl and
Barbara Hammer and
Thomas Villmann},
editor = {Lucio Grandinetti and
Thomas Lippert and
Nicolai Petkov},
title = {Distance Measures for Prototype Based Classification},
booktitle = {Brain-Inspired Computing - International Workshop, BrainComp 2013,
Cetraro, Italy, July 8-11, 2013, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {8603},
pages = {100--116},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-319-12084-3\_9},
doi = {10.1007/978-3-319-12084-3\_9},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/braincomp/BiehlHV13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidm/StrickertHVB13,
author = {Marc Strickert and
Barbara Hammer and
Thomas Villmann and
Michael Biehl},
title = {Regularization and improved interpretation of linear data mappings
and adaptive distance measures},
booktitle = {{IEEE} Symposium on Computational Intelligence and Data Mining, {CIDM}
2013, Singapore, 16-19 April, 2013},
pages = {10--17},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/CIDM.2013.6597211},
doi = {10.1109/CIDM.2013.6597211},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cidm/StrickertHVB13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edm/MokbelGPPH13,
author = {Bassam Mokbel and
Sebastian Gross and
Benjamin Paa{\ss}en and
Niels Pinkwart and
Barbara Hammer},
editor = {Sidney K. D'Mello and
Rafael A. Calvo and
Andrew Olney},
title = {Domain-Independent Proximity Measures in Intelligent Tutoring Systems},
booktitle = {Proceedings of the 6th International Conference on Educational Data
Mining, Memphis, Tennessee, USA, July 6-9, 2013},
pages = {334--335},
publisher = {International Educational Data Mining Society},
year = {2013},
url = {http://www.educationaldatamining.org/EDM2013/papers/rn\_paper\_68.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/edm/MokbelGPPH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GisbrechtMHL13,
author = {Andrej Gisbrecht and
Yoan Mich{\'{e}} and
Barbara Hammer and
Amaury Lendasse},
title = {Visualizing dependencies of spectral features using mutual information},
booktitle = {21st European Symposium on Artificial Neural Networks, {ESANN} 2013,
Bruges, Belgium, April 24-26, 2013},
year = {2013},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2013-86.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GisbrechtMHL13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HofmannH13,
author = {Daniela Hofmann and
Barbara Hammer},
title = {Sparse approximations for kernel learning vector quantization},
booktitle = {21st European Symposium on Artificial Neural Networks, {ESANN} 2013,
Bruges, Belgium, April 24-26, 2013},
year = {2013},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2013-63.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HofmannH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/ZhuSH13,
author = {Xibin Zhu and
Frank{-}Michael Schleif and
Barbara Hammer},
title = {Semi-Supervised Vector Quantization for proximity data},
booktitle = {21st European Symposium on Artificial Neural Networks, {ESANN} 2013,
Bruges, Belgium, April 24-26, 2013},
year = {2013},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2013-38.pdf},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/ZhuSH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icalt/GrossMHP13,
author = {Sebastian Gross and
Bassam Mokbel and
Barbara Hammer and
Niels Pinkwart},
title = {Towards a Domain-Independent {ITS} Middleware Architecture},
booktitle = {{IEEE} 13th International Conference on Advanced Learning Technologies,
{ICALT} 2013, Beijing, China, July 15-18, 2013},
pages = {408--409},
publisher = {{IEEE} Computer Society},
year = {2013},
url = {https://doi.org/10.1109/ICALT.2013.124},
doi = {10.1109/ICALT.2013.124},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icalt/GrossMHP13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/NebelHV13,
author = {David Nebel and
Barbara Hammer and
Thomas Villmann},
editor = {Minho Lee and
Akira Hirose and
Zeng{-}Guang Hou and
Rhee Man Kil},
title = {A Median Variant of Generalized Learning Vector Quantization},
booktitle = {Neural Information Processing - 20th International Conference, {ICONIP}
2013, Daegu, Korea, November 3-7, 2013. Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {8227},
pages = {19--26},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-42042-9\_3},
doi = {10.1007/978-3-642-42042-9\_3},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iconip/NebelHV13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/HammerGS13,
author = {Barbara Hammer and
Andrej Gisbrecht and
Alexander Schulz},
editor = {Maria De Marsico and
Ana L. N. Fred},
title = {Applications of Discriminative Dimensionality Reduction},
booktitle = {{ICPRAM} 2013 - Proceedings of the 2nd International Conference on
Pattern Recognition Applications and Methods, Barcelona, Spain, 15-18
February, 2013},
pages = {33--41},
publisher = {SciTePress},
year = {2013},
timestamp = {Tue, 10 May 2016 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpram/HammerGS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/GisbrechtSH13,
author = {Andrej Gisbrecht and
Alexander Schulz and
Barbara Hammer},
editor = {Ana L. N. Fred and
Maria De Marsico},
title = {Discriminative Dimensionality Reduction for the Visualization of Classifiers},
booktitle = {Pattern Recognition Applications and Methods - International Conference,
{ICPRAM} 2013 Barcelona, Spain, February 15-18, 2013 Revised Selected
Papers},
series = {Advances in Intelligent Systems and Computing},
volume = {318},
pages = {39--56},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-319-12610-4\_3},
doi = {10.1007/978-3-319-12610-4\_3},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icpram/GisbrechtSH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/SchleifZH13,
author = {Frank{-}Michael Schleif and
Xibin Zhu and
Barbara Hammer},
editor = {Hujun Yin and
Ke Tang and
Yang Gao and
Frank Klawonn and
Minho Lee and
Thomas Weise and
Bin Li and
Xin Yao},
title = {Sparse Prototype Representation by Core Sets},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2013
- 14th International Conference, {IDEAL} 2013, Hefei, China, October
20-23, 2013. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8206},
pages = {302--309},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-41278-3\_37},
doi = {10.1007/978-3-642-41278-3\_37},
timestamp = {Fri, 30 Dec 2022 11:13:32 +0100},
biburl = {https://dblp.org/rec/conf/ideal/SchleifZH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iv/GisbrechtHMS13,
author = {Andrej Gisbrecht and
Barbara Hammer and
Bassam Mokbel and
Alexander Sczyrba},
editor = {Ebad Banissi and
Hanane Azzag and
Mark W. McK. Bannatyne and
Stefan Bertschi and
Fatma Bouali and
Remo Burkhard and
John Counsell and
Alfredo Cuzzocrea and
Martin J. Eppler and
Barbara Hammer and
Mustapha Lebbah and
Francis T. Marchese and
Muhammad Sarfraz and
Anna Ursyn and
Gilles Venturini and
Theodor G. Wyeld},
title = {Nonlinear Dimensionality Reduction for Cluster Identification in Metagenomic
Samples},
booktitle = {17th International Conference on Information Visualisation, {IV} 2013,
London, United Kingdom, July 16-18, 2013},
pages = {174--179},
publisher = {{IEEE} Computer Society},
year = {2013},
url = {https://doi.org/10.1109/IV.2013.22},
doi = {10.1109/IV.2013.22},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iv/GisbrechtHMS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/SchulzGH13,
author = {Alexander Schulz and
Andrej Gisbrecht and
Barbara Hammer},
editor = {Ignacio Rojas and
Gonzalo Joya Caparr{\'{o}}s and
Joan Cabestany},
title = {Using Nonlinear Dimensionality Reduction to Visualize Classifiers},
booktitle = {Advances in Computational Intelligence - 12th International Work-Conference
on Artificial Neural Networks, {IWANN} 2013, Puerto de la Cruz, Tenerife,
Spain, June 12-14, 2013, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {7902},
pages = {59--68},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-38679-4\_4},
doi = {10.1007/978-3-642-38679-4\_4},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/SchulzGH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/ZhuSH13,
author = {Xibin Zhu and
Frank{-}Michael Schleif and
Barbara Hammer},
editor = {Ignacio Rojas and
Gonzalo Joya Caparr{\'{o}}s and
Joan Cabestany},
title = {Secure Semi-supervised Vector Quantization for Dissimilarity Data},
booktitle = {Advances in Computational Intelligence - 12th International Work-Conference
on Artificial Neural Networks, {IWANN} 2013, Puerto de la Cruz, Tenerife,
Spain, June 12-14, 2013, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {7902},
pages = {347--356},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-38679-4\_34},
doi = {10.1007/978-3-642-38679-4\_34},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/ZhuSH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/iv/2013,
editor = {Ebad Banissi and
Hanane Azzag and
Mark W. McK. Bannatyne and
Stefan Bertschi and
Fatma Bouali and
Remo Burkhard and
John Counsell and
Alfredo Cuzzocrea and
Martin J. Eppler and
Barbara Hammer and
Mustapha Lebbah and
Francis T. Marchese and
Muhammad Sarfraz and
Anna Ursyn and
Gilles Venturini and
Theodor G. Wyeld},
title = {17th International Conference on Information Visualisation, {IV} 2013,
London, United Kingdom, July 16-18, 2013},
publisher = {{IEEE} Computer Society},
year = {2013},
url = {https://ieeexplore.ieee.org/xpl/conhome/6656128/proceeding},
isbn = {978-0-7695-5049-7},
timestamp = {Wed, 16 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iv/2013.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijns/GisbrechtMSZH12,
author = {Andrej Gisbrecht and
Bassam Mokbel and
Frank{-}Michael Schleif and
Xibin Zhu and
Barbara Hammer},
title = {Linear Time Relational Prototype Based Learning},
journal = {Int. J. Neural Syst.},
volume = {22},
number = {5},
year = {2012},
url = {https://doi.org/10.1142/S0129065712500219},
doi = {10.1142/S0129065712500219},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijns/GisbrechtMSZH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/ZhuGSH12,
author = {Xibin Zhu and
Andrej Gisbrecht and
Frank{-}Michael Schleif and
Barbara Hammer},
title = {Approximation techniques for clustering dissimilarity data},
journal = {Neurocomputing},
volume = {90},
pages = {72--84},
year = {2012},
url = {https://doi.org/10.1016/j.neucom.2012.01.033},
doi = {10.1016/J.NEUCOM.2012.01.033},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/ZhuGSH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/KastnerHBV12,
author = {Marika K{\"{a}}stner and
Barbara Hammer and
Michael Biehl and
Thomas Villmann},
title = {Functional relevance learning in generalized learning vector quantization},
journal = {Neurocomputing},
volume = {90},
pages = {85--95},
year = {2012},
url = {https://doi.org/10.1016/j.neucom.2011.11.029},
doi = {10.1016/J.NEUCOM.2011.11.029},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/KastnerHBV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/Hammer12,
author = {Barbara Hammer},
title = {Special Issue on Neural Learning Paradigms},
journal = {K{\"{u}}nstliche Intell.},
volume = {26},
number = {4},
pages = {329--332},
year = {2012},
url = {https://doi.org/10.1007/s13218-012-0211-6},
doi = {10.1007/S13218-012-0211-6},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/Hammer12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/Hammer12a,
author = {Barbara Hammer},
title = {Challenges in Neural Computation},
journal = {K{\"{u}}nstliche Intell.},
volume = {26},
number = {4},
pages = {333--340},
year = {2012},
url = {https://doi.org/10.1007/s13218-012-0209-0},
doi = {10.1007/S13218-012-0209-0},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/Hammer12a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/BunteBH12,
author = {Kerstin Bunte and
Michael Biehl and
Barbara Hammer},
title = {A General Framework for Dimensionality-Reducing Data Visualization
Mapping},
journal = {Neural Comput.},
volume = {24},
number = {3},
pages = {771--804},
year = {2012},
url = {https://doi.org/10.1162/NECO\_a\_00250},
doi = {10.1162/NECO\_A\_00250},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/BunteBH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/BunteSHSVB12,
author = {Kerstin Bunte and
Petra Schneider and
Barbara Hammer and
Frank{-}Michael Schleif and
Thomas Villmann and
Michael Biehl},
title = {Limited Rank Matrix Learning, discriminative dimension reduction and
visualization},
journal = {Neural Networks},
volume = {26},
pages = {159--173},
year = {2012},
url = {https://doi.org/10.1016/j.neunet.2011.10.001},
doi = {10.1016/J.NEUNET.2011.10.001},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/BunteSHSVB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adbis/SchleifZH12,
author = {Frank{-}Michael Schleif and
Xibin Zhu and
Barbara Hammer},
editor = {Mykola Pechenizkiy and
Marek Wojciechowski},
title = {Soft Competitive Learning for Large Data Sets},
booktitle = {New Trends in Databases and Information Systems, Workshop Proceedings
of the 16th East European Conference, {ADBIS} 2012, Pozna{\'{n}},
Poland, September 17-21, 2012},
series = {Advances in Intelligent Systems and Computing},
volume = {185},
pages = {141--151},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-32518-2\_14},
doi = {10.1007/978-3-642-32518-2\_14},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/adbis/SchleifZH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/MokbelGLPH12,
author = {Bassam Mokbel and
Sebastian Gross and
Markus Lux and
Niels Pinkwart and
Barbara Hammer},
editor = {Nadia Mana and
Friedhelm Schwenker and
Edmondo Trentin},
title = {How to Quantitatively Compare Data Dissimilarities for Unsupervised
Machine Learning?},
booktitle = {Artificial Neural Networks in Pattern Recognition - 5th {INNS} {IAPR}
{TC} 3 {GIRPR} Workshop, {ANNPR} 2012, Trento, Italy, September 17-19,
2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7477},
pages = {1--13},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33212-8\_1},
doi = {10.1007/978-3-642-33212-8\_1},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/annpr/MokbelGLPH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/HofmannH12,
author = {Daniela Hofmann and
Barbara Hammer},
editor = {Nadia Mana and
Friedhelm Schwenker and
Edmondo Trentin},
title = {Kernel Robust Soft Learning Vector Quantization},
booktitle = {Artificial Neural Networks in Pattern Recognition - 5th {INNS} {IAPR}
{TC} 3 {GIRPR} Workshop, {ANNPR} 2012, Trento, Italy, September 17-19,
2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7477},
pages = {14--23},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33212-8\_2},
doi = {10.1007/978-3-642-33212-8\_2},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/annpr/HofmannH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/delfi/GrossMHP12,
author = {Sebastian Gross and
Bassam Mokbel and
Barbara Hammer and
Niels Pinkwart},
editor = {J{\"{o}}rg Desel and
J{\"{o}}rg M. Haake and
Christian Spannagel},
title = {Feedback Provision Strategies in Intelligent Tutoring Systems Based
on Clustered Solution Spaces},
booktitle = {DeLFI 2012 - Die 10. e-Learning Fachtagung Informatik der Gesellschaft
f{\"{u}}r Informatik e.V., 24.-26. September 2012, FernUniversit{\"{a}}t
Hagen},
series = {{LNI}},
volume = {{P-207}},
pages = {27--38},
publisher = {{GI}},
year = {2012},
url = {https://dl.gi.de/handle/20.500.12116/4787},
timestamp = {Tue, 04 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/delfi/GrossMHP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BouveyronHV12,
author = {Charles Bouveyron and
Barbara Hammer and
Thomas Villmann},
title = {Recent developments in clustering algorithms},
booktitle = {20th European Symposium on Artificial Neural Networks, {ESANN} 2012,
Bruges, Belgium, April 25-27, 2012},
year = {2012},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2012-5.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BouveyronHV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GisbrechtLMH12,
author = {Andrej Gisbrecht and
Wouter Lueks and
Bassam Mokbel and
Barbara Hammer},
title = {Out-of-sample kernel extensions for nonparametric dimensionality reduction},
booktitle = {20th European Symposium on Artificial Neural Networks, {ESANN} 2012,
Bruges, Belgium, April 25-27, 2012},
year = {2012},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2012-25.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GisbrechtLMH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GisbrechtSHL12,
author = {Andrej Gisbrecht and
Dusan Sovilj and
Barbara Hammer and
Amaury Lendasse},
title = {Relevance learning for time series inspection},
booktitle = {20th European Symposium on Artificial Neural Networks, {ESANN} 2012,
Bruges, Belgium, April 25-27, 2012},
year = {2012},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2012-188.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GisbrechtSHL12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/MokbelLGBH12,
author = {Bassam Mokbel and
Wouter Lueks and
Andrej Gisbrecht and
Michael Biehl and
Barbara Hammer},
title = {Visualizing the quality of dimensionality reduction},
booktitle = {20th European Symposium on Artificial Neural Networks, {ESANN} 2012,
Bruges, Belgium, April 25-27, 2012},
year = {2012},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2012-99.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/MokbelLGBH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hais/HammerMSZ12,
author = {Barbara Hammer and
Bassam Mokbel and
Frank{-}Michael Schleif and
Xibin Zhu},
editor = {Emilio Corchado and
V{\'{a}}clav Sn{\'{a}}sel and
Ajith Abraham and
Michal Wozniak and
Manuel Gra{\~{n}}a and
Sung{-}Bae Cho},
title = {White Box Classification of Dissimilarity Data},
booktitle = {Hybrid Artificial Intelligent Systems - 7th International Conference,
{HAIS} 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part
{I}},
series = {Lecture Notes in Computer Science},
volume = {7208},
pages = {309--321},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-28942-2\_28},
doi = {10.1007/978-3-642-28942-2\_28},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hais/HammerMSZ12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/SchleifMGTDH12,
author = {Frank{-}Michael Schleif and
Bassam Mokbel and
Andrej Gisbrecht and
Leslie Theunissen and
Volker D{\"{u}}rr and
Barbara Hammer},
editor = {Alessandro E. P. Villa and
Wlodzislaw Duch and
P{\'{e}}ter {\'{E}}rdi and
Francesco Masulli and
G{\"{u}}nther Palm},
title = {Learning Relevant Time Points for Time-Series Data in the Life Sciences},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2012 - 22nd
International Conference on Artificial Neural Networks, Lausanne,
Switzerland, September 11-14, 2012, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7553},
pages = {531--539},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33266-1\_66},
doi = {10.1007/978-3-642-33266-1\_66},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/SchleifMGTDH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/SchleifZGH12,
author = {Frank{-}Michael Schleif and
Xibin Zhu and
Andrej Gisbrecht and
Barbara Hammer},
title = {Fast approximated relational and kernel clustering},
booktitle = {Proceedings of the 21st International Conference on Pattern Recognition,
{ICPR} 2012, Tsukuba, Japan, November 11-15, 2012},
pages = {1229--1232},
publisher = {{IEEE} Computer Society},
year = {2012},
url = {https://ieeexplore.ieee.org/document/6460360/},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icpr/SchleifZGH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/GisbrechtHH12,
author = {Andrej Gisbrecht and
Daniela Hofmann and
Barbara Hammer},
editor = {Jaakko Hollm{\'{e}}n and
Frank Klawonn and
Allan Tucker},
title = {Discriminative Dimensionality Reduction Mappings},
booktitle = {Advances in Intelligent Data Analysis {XI} - 11th International Symposium,
{IDA} 2012, Helsinki, Finland, October 25-27, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7619},
pages = {126--138},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-34156-4\_13},
doi = {10.1007/978-3-642-34156-4\_13},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ida/GisbrechtHH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ifip12/SchleifZH12,
author = {Frank{-}Michael Schleif and
Xibin Zhu and
Barbara Hammer},
editor = {Lazaros S. Iliadis and
Ilias Maglogiannis and
Harris Papadopoulos and
Kostas D. Karatzas and
Spyros Sioutas},
title = {A Conformal Classifier for Dissimilarity Data},
booktitle = {Artificial Intelligence Applications and Innovations - {AIAI} 2012
International Workshops: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW,
and WADTMB, Halkidiki, Greece, September 27-30, 2012, Proceedings,
Part {II}},
series = {{IFIP} Advances in Information and Communication Technology},
volume = {382},
pages = {234--243},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33412-2\_24},
doi = {10.1007/978-3-642-33412-2\_24},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ifip12/SchleifZH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/GisbrechtMH12,
author = {Andrej Gisbrecht and
Bassam Mokbel and
Barbara Hammer},
title = {Linear basis-function t-SNE for fast nonlinear dimensionality reduction},
booktitle = {The 2012 International Joint Conference on Neural Networks (IJCNN),
Brisbane, Australia, June 10-15, 2012},
pages = {1--8},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/IJCNN.2012.6252809},
doi = {10.1109/IJCNN.2012.6252809},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/GisbrechtMH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/SchleifGH12,
author = {Frank{-}Michael Schleif and
Andrej Gisbrecht and
Barbara Hammer},
title = {Relevance learning for short high-dimensional time series in the life
sciences},
booktitle = {The 2012 International Joint Conference on Neural Networks (IJCNN),
Brisbane, Australia, June 10-15, 2012},
pages = {1--8},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/IJCNN.2012.6252653},
doi = {10.1109/IJCNN.2012.6252653},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/SchleifGH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isnn/ZhuSH12,
author = {Xibin Zhu and
Frank{-}Michael Schleif and
Barbara Hammer},
editor = {Jun Wang and
Gary G. Yen and
Marios M. Polycarpou},
title = {Patch Processing for Relational Learning Vector Quantization},
booktitle = {Advances in Neural Networks - {ISNN} 2012 - 9th International Symposium
on Neural Networks, Shenyang, China, July 11-14, 2012. Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {7367},
pages = {55--63},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-31346-2\_7},
doi = {10.1007/978-3-642-31346-2\_7},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/isnn/ZhuSH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/its/GrossZHP12,
author = {Sebastian Gross and
Xibin Zhu and
Barbara Hammer and
Niels Pinkwart},
editor = {Stefano A. Cerri and
William J. Clancey and
Giorgos Papadourakis and
Kitty Panourgia},
title = {Cluster Based Feedback Provision Strategies in Intelligent Tutoring
Systems},
booktitle = {Intelligent Tutoring Systems - 11th International Conference, {ITS}
2012, Chania, Crete, Greece, June 14-18, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7315},
pages = {699--700},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-30950-2\_127},
doi = {10.1007/978-3-642-30950-2\_127},
timestamp = {Sun, 02 Oct 2022 16:10:26 +0200},
biburl = {https://dblp.org/rec/conf/its/GrossZHP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/HammerGS12,
author = {Barbara Hammer and
Andrej Gisbrecht and
Alexander Schulz},
editor = {Pablo A. Est{\'{e}}vez and
Jos{\'{e}} Carlos Pr{\'{\i}}ncipe and
Pablo Zegers},
title = {How to Visualize Large Data Sets?},
booktitle = {Advances in Self-Organizing Maps - 9th International Workshop, {WSOM}
2012, Santiago, Chile, December 12-14, 2012, Proceedings},
series = {Advances in Intelligent Systems and Computing},
volume = {198},
pages = {1--12},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35230-0\_1},
doi = {10.1007/978-3-642-35230-0\_1},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/HammerGS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/HofmannGH12,
author = {Daniela Hofmann and
Andrej Gisbrecht and
Barbara Hammer},
editor = {Pablo A. Est{\'{e}}vez and
Jos{\'{e}} Carlos Pr{\'{\i}}ncipe and
Pablo Zegers},
title = {Efficient Approximations of Kernel Robust Soft {LVQ}},
booktitle = {Advances in Self-Organizing Maps - 9th International Workshop, {WSOM}
2012, Santiago, Chile, December 12-14, 2012, Proceedings},
series = {Advances in Intelligent Systems and Computing},
volume = {198},
pages = {183--192},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35230-0\_19},
doi = {10.1007/978-3-642-35230-0\_19},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/HofmannGH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijns/SchleifVHS11,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer and
Petra Schneider},
title = {Efficient Kernelized Prototype Based Classification},
journal = {Int. J. Neural Syst.},
volume = {21},
number = {6},
pages = {443--457},
year = {2011},
url = {https://doi.org/10.1142/S012906571100295X},
doi = {10.1142/S012906571100295X},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijns/SchleifVHS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/ArnonkijpanichHH11,
author = {Banchar Arnonkijpanich and
Alexander Hasenfuss and
Barbara Hammer},
title = {Local matrix adaptation in topographic neural maps},
journal = {Neurocomputing},
volume = {74},
number = {4},
pages = {522--539},
year = {2011},
url = {https://doi.org/10.1016/j.neucom.2010.08.016},
doi = {10.1016/J.NEUCOM.2010.08.016},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/ArnonkijpanichHH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/BunteHVBW11,
author = {Kerstin Bunte and
Barbara Hammer and
Thomas Villmann and
Michael Biehl and
Axel Wism{\"{u}}ller},
title = {Neighbor embedding {XOM} for dimension reduction and visualization},
journal = {Neurocomputing},
volume = {74},
number = {9},
pages = {1340--1350},
year = {2011},
url = {https://doi.org/10.1016/j.neucom.2010.11.027},
doi = {10.1016/J.NEUCOM.2010.11.027},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/BunteHVBW11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GisbrechtH11,
author = {Andrej Gisbrecht and
Barbara Hammer},
title = {Relevance learning in generative topographic mapping},
journal = {Neurocomputing},
volume = {74},
number = {9},
pages = {1351--1358},
year = {2011},
url = {https://doi.org/10.1016/j.neucom.2010.12.015},
doi = {10.1016/J.NEUCOM.2010.12.015},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/GisbrechtH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GisbrechtMH11,
author = {Andrej Gisbrecht and
Bassam Mokbel and
Barbara Hammer},
title = {Relational generative topographic mapping},
journal = {Neurocomputing},
volume = {74},
number = {9},
pages = {1359--1371},
year = {2011},
url = {https://doi.org/10.1016/j.neucom.2010.12.011},
doi = {10.1016/J.NEUCOM.2010.12.011},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/GisbrechtMH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cibcb/GisbrechtHSZ11,
author = {Andrej Gisbrecht and
Barbara Hammer and
Frank{-}Michael Schleif and
Xibin Zhu},
editor = {Clare Bates Congdon and
Steven M. Corns and
Jennifer A. Smith},
title = {Accelerating kernel clustering for biomedical data analysis},
booktitle = {Proceedings of the 2011 {IEEE} Symposium on Computational Intelligence
in Bioinformatics and Computational Biology, {CIBCB} 2011, Paris,
France, April 11-15, 2011},
pages = {154--161},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/CIBCB.2011.5948460},
doi = {10.1109/CIBCB.2011.5948460},
timestamp = {Wed, 12 Apr 2023 16:34:07 +0200},
biburl = {https://dblp.org/rec/conf/cibcb/GisbrechtHSZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidm/BunteBH11,
author = {Kerstin Bunte and
Michael Biehl and
Barbara Hammer},
title = {Dimensionality reduction mappings},
booktitle = {Proceedings of the {IEEE} Symposium on Computational Intelligence
and Data Mining, {CIDM} 2011, part of the {IEEE} Symposium Series
on Computational Intelligence 2011, April 11-15, 2011, Paris, France},
pages = {349--356},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/CIDM.2011.5949443},
doi = {10.1109/CIDM.2011.5949443},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cidm/BunteBH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BunteBH11,
author = {Kerstin Bunte and
Michael Biehl and
Barbara Hammer},
title = {Supervised dimension reduction mappings},
booktitle = {19th European Symposium on Artificial Neural Networks, {ESANN} 2011,
Bruges, Belgium, April 27-29, 2011, Proceedings},
year = {2011},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2011-73.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BunteBH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/KastnerHBV11,
author = {Marika K{\"{a}}stner and
Barbara Hammer and
Michael Biehl and
Thomas Villmann},
title = {Generalized functional relevance learning vector quantization},
booktitle = {19th European Symposium on Artificial Neural Networks, {ESANN} 2011,
Bruges, Belgium, April 27-29, 2011, Proceedings},
year = {2011},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2011-18.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/KastnerHBV11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/ZhuH11,
author = {Xibin Zhu and
Barbara Hammer},
title = {Patch Affinity Propagation},
booktitle = {19th European Symposium on Artificial Neural Networks, {ESANN} 2011,
Bruges, Belgium, April 27-29, 2011, Proceedings},
year = {2011},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2011-89.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/ZhuH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/SchleifGH11,
author = {Frank{-}Michael Schleif and
Andrej Gisbrecht and
Barbara Hammer},
editor = {Timo Honkela and
Wlodzislaw Duch and
Mark A. Girolami and
Samuel Kaski},
title = {Accelerating Kernel Neural Gas},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2011 - 21st
International Conference on Artificial Neural Networks, Espoo, Finland,
June 14-17, 2011, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {6791},
pages = {150--158},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-21735-7\_19},
doi = {10.1007/978-3-642-21735-7\_19},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/SchleifGH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/HammerSZ11,
author = {Barbara Hammer and
Frank{-}Michael Schleif and
Xibin Zhu},
editor = {Bao{-}Liang Lu and
Liqing Zhang and
James T. Kwok},
title = {Relational Extensions of Learning Vector Quantization},
booktitle = {Neural Information Processing - 18th International Conference, {ICONIP}
2011, Shanghai, China, November 13-17, 2011, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7063},
pages = {481--489},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-24958-7\_56},
doi = {10.1007/978-3-642-24958-7\_56},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iconip/HammerSZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/HammerMSZ11,
author = {Barbara Hammer and
Bassam Mokbel and
Frank{-}Michael Schleif and
Xibin Zhu},
editor = {Jo{\~{a}}o Gama and
Elizabeth Bradley and
Jaakko Hollm{\'{e}}n},
title = {Prototype-Based Classification of Dissimilarity Data},
booktitle = {Advances in Intelligent Data Analysis {X} - 10th International Symposium,
{IDA} 2011, Porto, Portugal, October 29-31, 2011. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7014},
pages = {185--197},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-24800-9\_19},
doi = {10.1007/978-3-642-24800-9\_19},
timestamp = {Mon, 30 Nov 2020 08:47:24 +0100},
biburl = {https://dblp.org/rec/conf/ida/HammerMSZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/GisbrechtSZH11,
author = {Andrej Gisbrecht and
Frank{-}Michael Schleif and
Xibin Zhu and
Barbara Hammer},
editor = {Hujun Yin and
Wenjia Wang and
Victor J. Rayward{-}Smith},
title = {Linear Time Heuristics for Topographic Mapping of Dissimilarity Data},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2011
- 12th International Conference, Norwich, UK, September 7-9, 2011.
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {6936},
pages = {25--33},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-23878-9\_4},
doi = {10.1007/978-3-642-23878-9\_4},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ideal/GisbrechtSZH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/HammerGHMSZ11,
author = {Barbara Hammer and
Andrej Gisbrecht and
Alexander Hasenfuss and
Bassam Mokbel and
Frank{-}Michael Schleif and
Xibin Zhu},
editor = {Jorma Laaksonen and
Timo Honkela},
title = {Topographic Mapping of Dissimilarity Data},
booktitle = {Advances in Self-Organizing Maps - 8th International Workshop, {WSOM}
2011, Espoo, Finland, June 13-15, 2011. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {6731},
pages = {1--15},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-21566-7\_1},
doi = {10.1007/978-3-642-21566-7\_1},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/HammerGHMSZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/HammerBBM11,
author = {Barbara Hammer and
Michael Biehl and
Kerstin Bunte and
Bassam Mokbel},
editor = {Jorma Laaksonen and
Timo Honkela},
title = {A General Framework for Dimensionality Reduction for Large Data Sets},
booktitle = {Advances in Self-Organizing Maps - 8th International Workshop, {WSOM}
2011, Espoo, Finland, June 13-15, 2011. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {6731},
pages = {277--287},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-21566-7\_28},
doi = {10.1007/978-3-642-21566-7\_28},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsom/HammerBBM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1110-2416,
author = {Frank{-}Michael Schleif and
Andrej Gisbrecht and
Barbara Hammer},
title = {Supervised learning of short and high-dimensional temporal sequences
for life science measurements},
journal = {CoRR},
volume = {abs/1110.2416},
year = {2011},
url = {http://arxiv.org/abs/1110.2416},
eprinttype = {arXiv},
eprint = {1110.2416},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1110-2416.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1110-3917,
author = {Wouter Lueks and
Bassam Mokbel and
Michael Biehl and
Barbara Hammer},
title = {How to Evaluate Dimensionality Reduction? - Improving the Co-ranking
Matrix},
journal = {CoRR},
volume = {abs/1110.3917},
year = {2011},
url = {http://arxiv.org/abs/1110.3917},
eprinttype = {arXiv},
eprint = {1110.3917},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1110-3917.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/BiehlHMSV11,
author = {Michael Biehl and
Barbara Hammer and
Erzs{\'{e}}bet Mer{\'{e}}nyi and
Alessandro Sperduti and
Thomas Villmann},
title = {Learning in the context of very high dimensional data (Dagstuhl Seminar
11341)},
journal = {Dagstuhl Reports},
volume = {1},
number = {8},
pages = {67--95},
year = {2011},
url = {https://doi.org/10.4230/DagRep.1.8.67},
doi = {10.4230/DAGREP.1.8.67},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/BiehlHMSV11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/igpl/GoriHHP10,
author = {Marco Gori and
Barbara Hammer and
Pascal Hitzler and
Guenther Palm},
title = {Perspectives and challenges for recurrent neural network training},
journal = {Log. J. {IGPL}},
volume = {18},
number = {5},
pages = {617--619},
year = {2010},
url = {https://doi.org/10.1093/jigpal/jzp042},
doi = {10.1093/JIGPAL/JZP042},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/igpl/GoriHHP10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/BunteHWB10,
author = {Kerstin Bunte and
Barbara Hammer and
Axel Wism{\"{u}}ller and
Michael Biehl},
title = {Adaptive local dissimilarity measures for discriminative dimension
reduction of labeled data},
journal = {Neurocomputing},
volume = {73},
number = {7-9},
pages = {1074--1092},
year = {2010},
url = {https://doi.org/10.1016/j.neucom.2009.11.017},
doi = {10.1016/J.NEUCOM.2009.11.017},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/BunteHWB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GewenigerZHV10,
author = {Tina Geweniger and
Dietlind Z{\"{u}}hlke and
Barbara Hammer and
Thomas Villmann},
title = {Median fuzzy c-means for clustering dissimilarity data},
journal = {Neurocomputing},
volume = {73},
number = {7-9},
pages = {1109--1116},
year = {2010},
url = {https://doi.org/10.1016/j.neucom.2009.11.020},
doi = {10.1016/J.NEUCOM.2009.11.020},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/GewenigerZHV10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/SchneiderBH10,
author = {Petra Schneider and
Michael Biehl and
Barbara Hammer},
title = {Hyperparameter learning in probabilistic prototype-based models},
journal = {Neurocomputing},
volume = {73},
number = {7-9},
pages = {1117--1124},
year = {2010},
url = {https://doi.org/10.1016/j.neucom.2009.11.021},
doi = {10.1016/J.NEUCOM.2009.11.021},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/SchneiderBH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/SimmuteitSVH10,
author = {Stephan Simmuteit and
Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer},
title = {Evolving trees for the retrieval of mass spectrometry-based bacteria
fingerprints},
journal = {Knowl. Inf. Syst.},
volume = {25},
number = {2},
pages = {327--343},
year = {2010},
url = {https://doi.org/10.1007/s10115-009-0249-4},
doi = {10.1007/S10115-009-0249-4},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/kais/SimmuteitSVH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/HammerH10,
author = {Barbara Hammer and
Alexander Hasenfuss},
title = {Topographic Mapping of Large Dissimilarity Data Sets},
journal = {Neural Comput.},
volume = {22},
number = {9},
pages = {2229--2284},
year = {2010},
url = {https://doi.org/10.1162/NECO\_a\_00012},
doi = {10.1162/NECO\_A\_00012},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/HammerH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/WitoelarGVHB10,
author = {Aree Witoelar and
Anarta Ghosh and
J. J. G. de Vries and
Barbara Hammer and
Michael Biehl},
title = {Window-Based Example Selection in Learning Vector Quantization},
journal = {Neural Comput.},
volume = {22},
number = {11},
pages = {2924--2961},
year = {2010},
url = {https://doi.org/10.1162/NECO\_a\_00030},
doi = {10.1162/NECO\_A\_00030},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/WitoelarGVHB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/ArnonkijpanichHH10,
author = {Banchar Arnonkijpanich and
Alexander Hasenfuss and
Barbara Hammer},
title = {Local matrix learning in clustering and applications for manifold
visualization},
journal = {Neural Networks},
volume = {23},
number = {4},
pages = {476--486},
year = {2010},
url = {https://doi.org/10.1016/j.neunet.2009.12.003},
doi = {10.1016/J.NEUNET.2009.12.003},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/ArnonkijpanichHH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/SchneiderBSHVB10,
author = {Petra Schneider and
Kerstin Bunte and
Han Stiekema and
Barbara Hammer and
Thomas Villmann and
Michael Biehl},
title = {Regularization in matrix relevance learning},
journal = {{IEEE} Trans. Neural Networks},
volume = {21},
number = {5},
pages = {831--840},
year = {2010},
url = {https://doi.org/10.1109/TNN.2010.2042729},
doi = {10.1109/TNN.2010.2042729},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/SchneiderBSHVB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/ArnonkijpanichH10,
author = {Banchar Arnonkijpanich and
Barbara Hammer},
editor = {Friedhelm Schwenker and
Neamat El Gayar},
title = {Global Coordination Based on Matrix Neural Gas for Dynamic Texture
Synthesis},
booktitle = {Artificial Neural Networks in Pattern Recognition, 4th {IAPR} {TC3}
Workshop, {ANNPR} 2010, Cairo, Egypt, April 11-13, 2010. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5998},
pages = {84--95},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-12159-3\_8},
doi = {10.1007/978-3-642-12159-3\_8},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/annpr/ArnonkijpanichH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/VillmannHSHB10,
author = {Thomas Villmann and
Sven Haase and
Frank{-}Michael Schleif and
Barbara Hammer and
Michael Biehl},
editor = {Friedhelm Schwenker and
Neamat El Gayar},
title = {The Mathematics of Divergence Based Online Learning in Vector Quantization},
booktitle = {Artificial Neural Networks in Pattern Recognition, 4th {IAPR} {TC3}
Workshop, {ANNPR} 2010, Cairo, Egypt, April 11-13, 2010. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5998},
pages = {108--119},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-12159-3\_10},
doi = {10.1007/978-3-642-12159-3\_10},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/annpr/VillmannHSHB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/HammerH10,
author = {Barbara Hammer and
Alexander Hasenfuss},
editor = {Friedhelm Schwenker and
Neamat El Gayar},
title = {Clustering Very Large Dissimilarity Data Sets},
booktitle = {Artificial Neural Networks in Pattern Recognition, 4th {IAPR} {TC3}
Workshop, {ANNPR} 2010, Cairo, Egypt, April 11-13, 2010. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5998},
pages = {259--273},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-12159-3\_24},
doi = {10.1007/978-3-642-12159-3\_24},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/annpr/HammerH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BunteHVBW10,
author = {Kerstin Bunte and
Barbara Hammer and
Thomas Villmann and
Michael Biehl and
Axel Wism{\"{u}}ller},
title = {Exploratory Observation Machine {(XOM)} with Kullback-Leibler Divergence
for Dimensionality Reduction and Visualization},
booktitle = {18th European Symposium on Artificial Neural Networks, {ESANN} 2010,
Bruges, Belgium, April 28-30, 2010, Proceedings},
year = {2010},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2010-71.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BunteHVBW10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GisbrechtH10,
author = {Andrej Gisbrecht and
Barbara Hammer},
title = {Relevance learning in generative topographic maps},
booktitle = {18th European Symposium on Artificial Neural Networks, {ESANN} 2010,
Bruges, Belgium, April 28-30, 2010, Proceedings},
year = {2010},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2010-72.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GisbrechtH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GisbrechtMH10,
author = {Andrej Gisbrecht and
Bassam Mokbel and
Barbara Hammer},
title = {Relational Generative Topographic Map},
booktitle = {18th European Symposium on Artificial Neural Networks, {ESANN} 2010,
Bruges, Belgium, April 28-30, 2010, Proceedings},
year = {2010},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2010-94.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GisbrechtMH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/VillmannSH10,
author = {Thomas Villmann and
Frank{-}Michael Schleif and
Barbara Hammer},
title = {Sparse representation of data},
booktitle = {18th European Symposium on Artificial Neural Networks, {ESANN} 2010,
Bruges, Belgium, April 28-30, 2010, Proceedings},
year = {2010},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2010-7.pdf},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/VillmannSH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/VillmannHSH10,
author = {Thomas Villmann and
Sven Haase and
Frank{-}Michael Schleif and
Barbara Hammer},
editor = {Leszek Rutkowski and
Rafal Scherer and
Ryszard Tadeusiewicz and
Lotfi A. Zadeh and
Jacek M. Zurada},
title = {Divergence Based Online Learning in Vector Quantization},
booktitle = {Artificial Intelligence and Soft Computing, 10th International Conference,
{ICAISC} 2010, Zakopane, Poland, June 13-17, 2010, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {6113},
pages = {479--486},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-13208-7\_60},
doi = {10.1007/978-3-642-13208-7\_60},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icaisc/VillmannHSH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/SchleifVHSB10,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer and
Petra Schneider and
Michael Biehl},
editor = {Colin Fyfe and
Peter Ti{\~{n}}o and
Darryl Charles and
C{\'{e}}sar Ignacio Garc{\'{\i}}a{-}Osorio and
Hujun Yin},
title = {Generalized Derivative Based Kernelized Learning Vector Quantization},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2010,
11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {6283},
pages = {21--28},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-15381-5\_3},
doi = {10.1007/978-3-642-15381-5\_3},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ideal/SchleifVHSB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ki/GisbrechtMHH10,
author = {Andrej Gisbrecht and
Bassam Mokbel and
Alexander Hasenfuss and
Barbara Hammer},
editor = {R{\"{u}}diger Dillmann and
J{\"{u}}rgen Beyerer and
Uwe D. Hanebeck and
Tanja Schultz},
title = {Visualizing Dissimilarity Data Using Generative Topographic Mapping},
booktitle = {{KI} 2010: Advances in Artificial Intelligence, 33rd Annual German
Conference on AI, Karlsruhe, Germany, September 21-24, 2010. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {6359},
pages = {227--237},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-16111-7\_26},
doi = {10.1007/978-3-642-16111-7\_26},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ki/GisbrechtMHH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dagstuhl/2010P10302,
editor = {Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass and
Marc Toussaint},
title = {Learning paradigms in dynamic environments, 25.07. - 30.07.2010},
series = {Dagstuhl Seminar Proceedings},
volume = {10302},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik, Germany},
year = {2010},
url = {http://drops.dagstuhl.de/portals/10302/},
timestamp = {Thu, 10 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/2010P10302.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/HammerBB10,
author = {Barbara Hammer and
Kerstin Bunte and
Michael Biehl},
editor = {Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass and
Marc Toussaint},
title = {Some steps towards a general principle for dimensionality reduction
mappings},
booktitle = {Learning paradigms in dynamic environments, 25.07. - 30.07.2010},
series = {Dagstuhl Seminar Proceedings},
volume = {10302},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik, Germany},
year = {2010},
url = {http://drops.dagstuhl.de/opus/volltexte/2010/2803/},
timestamp = {Thu, 10 Jun 2021 13:02:05 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/HammerBB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/HammerHMT10,
author = {Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass and
Marc Toussaint},
editor = {Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass and
Marc Toussaint},
title = {10302 Abstracts Collection - Learning paradigms in dynamic environments},
booktitle = {Learning paradigms in dynamic environments, 25.07. - 30.07.2010},
series = {Dagstuhl Seminar Proceedings},
volume = {10302},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik, Germany},
year = {2010},
url = {http://drops.dagstuhl.de/opus/volltexte/2010/2804/},
timestamp = {Thu, 23 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/HammerHMT10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/HammerHMT10a,
author = {Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass and
Marc Toussaint},
editor = {Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass and
Marc Toussaint},
title = {10302 Summary - Learning paradigms in dynamic environments},
booktitle = {Learning paradigms in dynamic environments, 25.07. - 30.07.2010},
series = {Dagstuhl Seminar Proceedings},
volume = {10302},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik, Germany},
year = {2010},
url = {http://drops.dagstuhl.de/opus/volltexte/2010/2802/},
timestamp = {Thu, 23 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/HammerHMT10a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/artmed/SchleifVKHG09,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Markus Kostrzewa and
Barbara Hammer and
Alexander Gammerman},
title = {Cancer informatics by prototype networks in mass spectrometry},
journal = {Artif. Intell. Medicine},
volume = {45},
number = {2-3},
pages = {215--228},
year = {2009},
url = {https://doi.org/10.1016/j.artmed.2008.07.018},
doi = {10.1016/J.ARTMED.2008.07.018},
timestamp = {Thu, 20 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/artmed/SchleifVKHG09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AlexHH09,
author = {Nikolai Alex and
Alexander Hasenfuss and
Barbara Hammer},
title = {Patch clustering for massive data sets},
journal = {Neurocomputing},
volume = {72},
number = {7-9},
pages = {1455--1469},
year = {2009},
url = {https://doi.org/10.1016/j.neucom.2008.12.026},
doi = {10.1016/J.NEUCOM.2008.12.026},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/AlexHH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SchneiderBH09,
author = {Petra Schneider and
Michael Biehl and
Barbara Hammer},
title = {Distance Learning in Discriminative Vector Quantization},
journal = {Neural Comput.},
volume = {21},
number = {10},
pages = {2942--2969},
year = {2009},
url = {https://doi.org/10.1162/neco.2009.10-08-892},
doi = {10.1162/NECO.2009.10-08-892},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/SchneiderBH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SchneiderBH09a,
author = {Petra Schneider and
Michael Biehl and
Barbara Hammer},
title = {Adaptive Relevance Matrices in Learning Vector Quantization},
journal = {Neural Comput.},
volume = {21},
number = {12},
pages = {3532--3561},
year = {2009},
url = {https://doi.org/10.1162/neco.2009.11-08-908},
doi = {10.1162/NECO.2009.11-08-908},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/SchneiderBH09a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/caip/BunteHB09,
author = {Kerstin Bunte and
Barbara Hammer and
Michael Biehl},
editor = {Xiaoyi Jiang and
Nicolai Petkov},
title = {Nonlinear Dimension Reduction and Visualization of Labeled Data},
booktitle = {Computer Analysis of Images and Patterns, 13th International Conference,
{CAIP} 2009, M{\"{u}}nster, Germany, September 2-4, 2009. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5702},
pages = {1162--1170},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-03767-2\_141},
doi = {10.1007/978-3-642-03767-2\_141},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/caip/BunteHB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/VillmannHB09,
author = {Thomas Villmann and
Barbara Hammer and
Michael Biehl},
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {Some Theoretical Aspects of the Neural Gas Vector Quantizer},
booktitle = {Similarity-Based Clustering, Recent Developments and Biomedical Applications
[outcome of a Dagstuhl Seminar]},
series = {Lecture Notes in Computer Science},
volume = {5400},
pages = {23--34},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-01805-3\_2},
doi = {10.1007/978-3-642-01805-3\_2},
timestamp = {Sat, 30 Sep 2023 09:38:34 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/VillmannHB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/HammerHR09,
author = {Barbara Hammer and
Alexander Hasenfuss and
Fabrice Rossi},
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {Median Topographic Maps for Biomedical Data Sets},
booktitle = {Similarity-Based Clustering, Recent Developments and Biomedical Applications
[outcome of a Dagstuhl Seminar]},
series = {Lecture Notes in Computer Science},
volume = {5400},
pages = {92--117},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-01805-3\_6},
doi = {10.1007/978-3-642-01805-3\_6},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dagstuhl/HammerHR09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BunteHSB09,
author = {Kerstin Bunte and
Barbara Hammer and
Petra Schneider and
Michael Biehl},
title = {Nonlinear Discriminative Data Visualization},
booktitle = {17th European Symposium on Artificial Neural Networks, {ESANN} 2009,
Bruges, Belgium, April 22-24, 2009, Proceedings},
year = {2009},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2009-65.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BunteHSB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GewenigerZHV09,
author = {Tina Geweniger and
Dietlind Z{\"{u}}hlke and
Barbara Hammer and
Thomas Villmann},
title = {Median Variant of Fuzzy c-Means},
booktitle = {17th European Symposium on Artificial Neural Networks, {ESANN} 2009,
Bruges, Belgium, April 22-24, 2009, Proceedings},
year = {2009},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2009-66.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GewenigerZHV09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerSS09,
author = {Barbara Hammer and
Benjamin Schrauwen and
Jochen J. Steil},
title = {Recent advances in efficient learning of recurrent networks},
booktitle = {17th European Symposium on Artificial Neural Networks, {ESANN} 2009,
Bruges, Belgium, April 22-24, 2009, Proceedings},
year = {2009},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2009-7.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerSS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/SchneiderBH09,
author = {Petra Schneider and
Michael Biehl and
Barbara Hammer},
title = {Hyperparameter Learning in Robust Soft {LVQ}},
booktitle = {17th European Symposium on Artificial Neural Networks, {ESANN} 2009,
Bruges, Belgium, April 22-24, 2009, Proceedings},
year = {2009},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2009-85.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/SchneiderBH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/WitoelarBH09,
author = {Aree Witoelar and
Michael Biehl and
Barbara Hammer},
title = {Equilibrium properties of off-line {LVQ}},
booktitle = {17th European Symposium on Artificial Neural Networks, {ESANN} 2009,
Bruges, Belgium, April 22-24, 2009, Proceedings},
year = {2009},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2009-39.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/WitoelarBH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gbrpr/MokbelHH09,
author = {Bassam Mokbel and
Alexander Hasenfuss and
Barbara Hammer},
editor = {Andrea Torsello and
Francisco Escolano and
Luc Brun},
title = {Graph-Based Representation of Symbolic Musical Data},
booktitle = {Graph-Based Representations in Pattern Recognition, 7th {IAPR-TC-15}
International Workshop, GbRPR 2009, Venice, Italy, May 26-28, 2009.
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5534},
pages = {42--51},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-02124-4\_5},
doi = {10.1007/978-3-642-02124-4\_5},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/gbrpr/MokbelHH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/GewenigerZHV09,
author = {Tina Geweniger and
Dietlind Z{\"{u}}hlke and
Barbara Hammer and
Thomas Villmann},
editor = {Jos{\'{e}} Carlos Pr{\'{\i}}ncipe and
Risto Miikkulainen},
title = {Fuzzy Variant of Affinity Propagation in Comparison to Median Fuzzy
c-Means},
booktitle = {Advances in Self-Organizing Maps, 7th International Workshop, {WSOM}
2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5629},
pages = {72--79},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-02397-2\_9},
doi = {10.1007/978-3-642-02397-2\_9},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/GewenigerZHV09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/VillmannH09,
author = {Thomas Villmann and
Barbara Hammer},
editor = {Jos{\'{e}} Carlos Pr{\'{\i}}ncipe and
Risto Miikkulainen},
title = {Functional Principal Component Learning Using Oja's Method and Sobolev
Norms},
booktitle = {Advances in Self-Organizing Maps, 7th International Workshop, {WSOM}
2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5629},
pages = {325--333},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-02397-2\_37},
doi = {10.1007/978-3-642-02397-2\_37},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wsom/VillmannH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/BiehlHSV09,
author = {Michael Biehl and
Barbara Hammer and
Petra Schneider and
Thomas Villmann},
editor = {Monica Bianchini and
Marco Maggini and
Franco Scarselli and
Lakhmi C. Jain},
title = {Metric Learning for Prototype-Based Classification},
booktitle = {Innovations in Neural Information Paradigms and Applications},
series = {Studies in Computational Intelligence},
volume = {247},
pages = {183--199},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-04003-0\_8},
doi = {10.1007/978-3-642-04003-0\_8},
timestamp = {Sat, 30 Sep 2023 10:30:33 +0200},
biburl = {https://dblp.org/rec/series/sci/BiehlHSV09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dagstuhl/2009clustering,
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {Similarity-Based Clustering, Recent Developments and Biomedical Applications
[outcome of a Dagstuhl Seminar]},
series = {Lecture Notes in Computer Science},
volume = {5400},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-01805-3},
doi = {10.1007/978-3-642-01805-3},
isbn = {978-3-642-01804-6},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/2009clustering.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dagstuhl/2009P9081,
editor = {Michael Biehl and
Barbara Hammer and
Sepp Hochreiter and
Stefan C. Kremer and
Thomas Villmann},
title = {Similarity-based learning on structures, 15.02. - 20.02.2009},
series = {Dagstuhl Seminar Proceedings},
volume = {09081},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik, Germany},
year = {2009},
url = {http://drops.dagstuhl.de/portals/09081/},
timestamp = {Thu, 10 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/2009P9081.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ai/SchleifVH09,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer},
editor = {Juan R. Rabu{\~{n}}al and
Juli{\'{a}}n Dorado and
Alejandro Pazos},
title = {Prototype Based Classification in Bioinformatics},
booktitle = {Encyclopedia of Artificial Intelligence {(3} Volumes)},
pages = {1337--1342},
publisher = {{IGI} Global},
year = {2009},
url = {http://www.igi-global.com/Bookstore/Chapter.aspx?TitleId=10413},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/reference/ai/SchleifVH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/BiehlHHKV09,
author = {Michael Biehl and
Barbara Hammer and
Sepp Hochreiter and
Stefan C. Kremer and
Thomas Villmann},
editor = {Michael Biehl and
Barbara Hammer and
Sepp Hochreiter and
Stefan C. Kremer and
Thomas Villmann},
title = {09081 Abstracts Collection - Similarity-based learning on structures},
booktitle = {Similarity-based learning on structures, 15.02. - 20.02.2009},
series = {Dagstuhl Seminar Proceedings},
volume = {09081},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik, Germany},
year = {2009},
url = {http://drops.dagstuhl.de/opus/volltexte/2009/2039/},
timestamp = {Thu, 10 Jun 2021 13:02:09 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/BiehlHHKV09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/BiehlHHKV09a,
author = {Michael Biehl and
Barbara Hammer and
Sepp Hochreiter and
Stefan C. Kremer and
Thomas Villmann},
editor = {Michael Biehl and
Barbara Hammer and
Sepp Hochreiter and
Stefan C. Kremer and
Thomas Villmann},
title = {09081 Summary - Similarity-based learning on structures},
booktitle = {Similarity-based learning on structures, 15.02. - 20.02.2009},
series = {Dagstuhl Seminar Proceedings},
volume = {09081},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik, Germany},
year = {2009},
url = {http://drops.dagstuhl.de/opus/volltexte/2009/2038/},
timestamp = {Thu, 23 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/BiehlHHKV09a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0909-0638,
author = {Barbara Hammer and
Alexander Hasenfu{\ss} and
Fabrice Rossi},
title = {Median topographic maps for biomedical data sets},
journal = {CoRR},
volume = {abs/0909.0638},
year = {2009},
url = {http://arxiv.org/abs/0909.0638},
eprinttype = {arXiv},
eprint = {0909.0638},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0909-0638.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/VillmannSKWH08,
author = {Thomas Villmann and
Frank{-}Michael Schleif and
Markus Kostrzewa and
Axel Walch and
Barbara Hammer},
title = {Classification of mass-spectrometric data in clinical proteomics using
learning vector quantization methods},
journal = {Briefings Bioinform.},
volume = {9},
number = {2},
pages = {129--143},
year = {2008},
url = {https://doi.org/10.1093/bib/bbn009},
doi = {10.1093/BIB/BBN009},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/VillmannSKWH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/SchleifVH08,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer},
title = {Prototype based fuzzy classification in clinical proteomics},
journal = {Int. J. Approx. Reason.},
volume = {47},
number = {1},
pages = {4--16},
year = {2008},
url = {https://doi.org/10.1016/j.ijar.2007.03.005},
doi = {10.1016/J.IJAR.2007.03.005},
timestamp = {Tue, 16 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijar/SchleifVH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/WitoelarBGH08,
author = {Aree Witoelar and
Michael Biehl and
Anarta Ghosh and
Barbara Hammer},
title = {Learning dynamics and robustness of vector quantization and neural
gas},
journal = {Neurocomputing},
volume = {71},
number = {7-9},
pages = {1210--1219},
year = {2008},
url = {https://doi.org/10.1016/j.neucom.2007.11.022},
doi = {10.1016/J.NEUCOM.2007.11.022},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/WitoelarBGH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/VillmannHSHC08,
author = {Thomas Villmann and
Barbara Hammer and
Frank{-}Michael Schleif and
Wieland Hermann and
Marie Cottrell},
title = {Fuzzy classification using information theoretic learning vector quantization},
journal = {Neurocomputing},
volume = {71},
number = {16-18},
pages = {3070--3076},
year = {2008},
url = {https://doi.org/10.1016/j.neucom.2008.04.048},
doi = {10.1016/J.NEUCOM.2008.04.048},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/VillmannHSHC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aiprf/HasenfussH08,
author = {Alexander Hasenfuss and
Barbara Hammer},
editor = {Bhanu Prasad and
Pawan Sinha and
Ashwin Ram and
Etienne E. Kerre},
title = {Single Pass Clustering and Classification of Large Dissimilarity Datasets},
booktitle = {International Conference on Artificial Intelligence and Pattern Recognition,
AIPR-08, Orlando, Florida, USA, July 7-10, 2008},
pages = {219--223},
publisher = {{ISRST}},
year = {2008},
timestamp = {Fri, 15 Dec 2023 18:26:01 +0100},
biburl = {https://dblp.org/rec/conf/aiprf/HasenfussH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/HasenfussHR08,
author = {Alexander Hasenfuss and
Barbara Hammer and
Fabrice Rossi},
editor = {Lionel Prevost and
Simone Marinai and
Friedhelm Schwenker},
title = {Patch Relational Neural Gas - Clustering of Huge Dissimilarity Datasets},
booktitle = {Artificial Neural Networks in Pattern Recognition, Third {IAPR} Workshop,
{ANNPR} 2008, Paris, France, July 2-4, 2008, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5064},
pages = {1--12},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-69939-2\_1},
doi = {10.1007/978-3-540-69939-2\_1},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/annpr/HasenfussHR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/StrickertSKVBH08,
author = {Marc Strickert and
Petra Schneider and
Jens Keilwagen and
Thomas Villmann and
Michael Biehl and
Barbara Hammer},
editor = {Lionel Prevost and
Simone Marinai and
Friedhelm Schwenker},
title = {Discriminatory Data Mapping by Matrix-Based Supervised Learning Metrics},
booktitle = {Artificial Neural Networks in Pattern Recognition, Third {IAPR} Workshop,
{ANNPR} 2008, Paris, France, July 2-4, 2008, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5064},
pages = {78--89},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-69939-2\_8},
doi = {10.1007/978-3-540-69939-2\_8},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/annpr/StrickertSKVBH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/biostec/StrickertSVH08,
author = {Marc Strickert and
Nese Sreenivasulu and
Thomas Villmann and
Barbara Hammer},
editor = {Pedro Encarna{\c{c}}{\~{a}}o and
Ant{\'{o}}nio P. Veloso},
title = {Robust Centroid-Based Clustering using Derivatives of Pearson Correlation},
booktitle = {Proceedings of the First International Conference on Biomedical Electronics
and Devices, {BIOSIGNALS} 2008, Funchal, Madeira, Portugal, January
28-31, 2008, Volume 2},
pages = {197--203},
publisher = {{INSTICC} - Institute for Systems and Technologies of Information,
Control and Communication},
year = {2008},
timestamp = {Mon, 29 Aug 2022 17:06:59 +0200},
biburl = {https://dblp.org/rec/conf/biostec/StrickertSVH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AlexH08,
author = {Nikolai Alex and
Barbara Hammer},
title = {Parallelizing single patch pass clustering},
booktitle = {16th European Symposium on Artificial Neural Networks, {ESANN} 2008,
Bruges, Belgium, April 23-25, 2008, Proceedings},
pages = {227--232},
year = {2008},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2008-28.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AlexH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HasenfussHGV08,
author = {Alexander Hasenfuss and
Barbara Hammer and
Tina Geweniger and
Thomas Villmann},
title = {Magnification Control in Relational Neural Gas},
booktitle = {16th European Symposium on Artificial Neural Networks, {ESANN} 2008,
Bruges, Belgium, April 23-25, 2008, Proceedings},
pages = {325--330},
year = {2008},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2008-59.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HasenfussHGV08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/ArnonkijpanichHHL08,
author = {Banchar Arnonkijpanich and
Barbara Hammer and
Alexander Hasenfuss and
Chidchanok Lursinsap},
editor = {Vera Kurkov{\'{a}} and
Roman Neruda and
Jan Koutn{\'{\i}}k},
title = {Matrix Learning for Topographic Neural Maps},
booktitle = {Artificial Neural Networks - {ICANN} 2008 , 18th International Conference,
Prague, Czech Republic, September 3-6, 2008, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {5163},
pages = {572--582},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-87536-9\_59},
doi = {10.1007/978-3-540-87536-9\_59},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/ArnonkijpanichHHL08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/GewenigerSHHV09,
author = {Tina Geweniger and
Frank{-}Michael Schleif and
Alexander Hasenfuss and
Barbara Hammer and
Thomas Villmann},
editor = {Mario K{\"{o}}ppen and
Nikola K. Kasabov and
George G. Coghill},
title = {Comparison of Cluster Algorithms for the Analysis of Text Data Using
Kolmogorov Complexity},
booktitle = {Advances in Neuro-Information Processing, 15th International Conference,
{ICONIP} 2008, Auckland, New Zealand, November 25-28, 2008, Revised
Selected Papers, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {5507},
pages = {61--69},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-642-03040-6\_8},
doi = {10.1007/978-3-642-03040-6\_8},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iconip/GewenigerSHHV09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/vmv/WinklerDHHH08,
author = {Tim Winkler and
Jens Drieseberg and
Kai Hormann and
Alexander Hasenfuss and
Barbara Hammer},
editor = {Oliver Deussen and
Daniel A. Keim and
Dietmar Saupe},
title = {Thinning Mesh Animations},
booktitle = {13th International Fall Workshop on Vision, Modeling, and Visualization,
{VMV} 2008, Konstanz, Germany, October 8-10, 2008},
pages = {149--158},
publisher = {Aka GmbH},
year = {2008},
timestamp = {Thu, 16 Jul 2020 11:35:43 +0200},
biburl = {https://dblp.org/rec/conf/vmv/WinklerDHHH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/SchleifVHWDT08,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer and
Martijn van der Werff and
Andr{\'{e}} M. Deelder and
Rob A. E. M. Tollenaar},
editor = {Tomasz G. Smolinski and
Mariofanna G. Milanova and
Aboul Ella Hassanien},
title = {Analysis of Spectral Data in Clinical Proteomics by Use of Learning
Vector Quantizers},
booktitle = {Computational Intelligence in Biomedicine and Bioinformatics, Current
Trends and Applications},
series = {Studies in Computational Intelligence},
volume = {151},
pages = {141--167},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-70778-3\_6},
doi = {10.1007/978-3-540-70778-3\_6},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/sci/SchleifVHWDT08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dagstuhl/2008P8041,
editor = {Luc De Raedt and
Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass},
title = {Recurrent Neural Networks - Models, Capacities, and Applications,
20.01. - 25.01.2008},
series = {Dagstuhl Seminar Proceedings},
volume = {08041},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2008},
url = {http://drops.dagstuhl.de/portals/08041/},
timestamp = {Thu, 10 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/2008P8041.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/RaedtHHM08,
author = {Luc De Raedt and
Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass},
editor = {Luc De Raedt and
Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass},
title = {08041 Summary -- Recurrent Neural Networks - Models, Capacities, and
Applications},
booktitle = {Recurrent Neural Networks - Models, Capacities, and Applications,
20.01. - 25.01.2008},
series = {Dagstuhl Seminar Proceedings},
volume = {08041},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2008},
url = {http://drops.dagstuhl.de/opus/volltexte/2008/1424},
timestamp = {Thu, 10 Jun 2021 13:02:11 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/RaedtHHM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/RaedtHHM08a,
author = {Luc De Raedt and
Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass},
editor = {Luc De Raedt and
Barbara Hammer and
Pascal Hitzler and
Wolfgang Maass},
title = {08041 Abstracts Collection -- Recurrent Neural Networks - Models,
Capacities, and Applications},
booktitle = {Recurrent Neural Networks - Models, Capacities, and Applications,
20.01. - 25.01.2008},
series = {Dagstuhl Seminar Proceedings},
volume = {08041},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2008},
url = {http://drops.dagstuhl.de/opus/volltexte/2008/1425},
timestamp = {Thu, 23 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/RaedtHHM08a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/SchleifHV07,
author = {Frank{-}Michael Schleif and
Barbara Hammer and
Thomas Villmann},
title = {Margin-based active learning for {LVQ} networks},
journal = {Neurocomputing},
volume = {70},
number = {7-9},
pages = {1215--1224},
year = {2007},
url = {https://doi.org/10.1016/j.neucom.2006.10.149},
doi = {10.1016/J.NEUCOM.2006.10.149},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/SchleifHV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HammerHV07,
author = {Barbara Hammer and
Alexander Hasenfuss and
Thomas Villmann},
title = {Magnification control for batch neural gas},
journal = {Neurocomputing},
volume = {70},
number = {7-9},
pages = {1225--1234},
year = {2007},
url = {https://doi.org/10.1016/j.neucom.2006.10.147},
doi = {10.1016/J.NEUCOM.2006.10.147},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/HammerHV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BiehlGH07,
author = {Michael Biehl and
Anarta Ghosh and
Barbara Hammer},
title = {Dynamics and Generalization Ability of {LVQ} Algorithms},
journal = {J. Mach. Learn. Res.},
volume = {8},
pages = {323--360},
year = {2007},
url = {http://dl.acm.org/citation.cfm?id=1314511},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/BiehlGH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/SchneiderBH07,
author = {Petra Schneider and
Michael Biehl and
Barbara Hammer},
title = {Relevance matrices in {LVQ}},
booktitle = {15th European Symposium on Artificial Neural Networks, {ESANN} 2007,
Bruges, Belgium, April 25-27, 2007, Proceedings},
pages = {37--42},
year = {2007},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2007-81.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/SchneiderBH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerV07,
author = {Barbara Hammer and
Thomas Villmann},
title = {How to process uncertainty in machine learning?},
booktitle = {15th European Symposium on Artificial Neural Networks, {ESANN} 2007,
Bruges, Belgium, April 25-27, 2007, Proceedings},
pages = {79--90},
year = {2007},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2007-7.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/WitoelarBGH07,
author = {Aree Witoelar and
Michael Biehl and
Anarta Ghosh and
Barbara Hammer},
title = {On the dynamics of Vector Quantization and Neural Gas},
booktitle = {15th European Symposium on Artificial Neural Networks, {ESANN} 2007,
Bruges, Belgium, April 25-27, 2007, Proceedings},
pages = {127--132},
year = {2007},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2007-59.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/WitoelarBGH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/HasenfussH07,
author = {Alexander Hasenfuss and
Barbara Hammer},
editor = {Michael R. Berthold and
John Shawe{-}Taylor and
Nada Lavrac},
title = {Relational Topographic Maps},
booktitle = {Advances in Intelligent Data Analysis VII, 7th International Symposium
on Intelligent Data Analysis, {IDA} 2007, Ljubljana, Slovenia, September
6-8, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4723},
pages = {93--105},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74825-0\_9},
doi = {10.1007/978-3-540-74825-0\_9},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ida/HasenfussH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/HammerHSVSS07,
author = {Barbara Hammer and
Alexander Hasenfuss and
Frank{-}Michael Schleif and
Thomas Villmann and
Marc Strickert and
Udo Seiffert},
title = {Intuitive Clustering of Biological Data},
booktitle = {Proceedings of the International Joint Conference on Neural Networks,
{IJCNN} 2007, Celebrating 20 years of neural networks, Orlando, Florida,
USA, August 12-17, 2007},
pages = {1877--1882},
publisher = {{IEEE}},
year = {2007},
url = {https://doi.org/10.1109/IJCNN.2007.4371244},
doi = {10.1109/IJCNN.2007.4371244},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/HammerHSVSS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/HasenfussHSV07,
author = {Alexander Hasenfuss and
Barbara Hammer and
Frank{-}Michael Schleif and
Thomas Villmann},
editor = {Francisco Sandoval Hern{\'{a}}ndez and
Alberto Prieto and
Joan Cabestany and
Manuel Gra{\~{n}}a},
title = {Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes},
booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference
on Artificial Neural Networks, {IWANN} 2007, San Sebasti{\'{a}}n,
Spain, June 20-22, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4507},
pages = {539--546},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73007-1\_66},
doi = {10.1007/978-3-540-73007-1\_66},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/HasenfussHSV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/VillmannSMH07,
author = {Thomas Villmann and
Frank{-}Michael Schleif and
Erzs{\'{e}}bet Mer{\'{e}}nyi and
Barbara Hammer},
editor = {Francisco Sandoval Hern{\'{a}}ndez and
Alberto Prieto and
Joan Cabestany and
Manuel Gra{\~{n}}a},
title = {Fuzzy Labeled Self-Organizing Map for Classification of Spectra},
booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference
on Artificial Neural Networks, {IWANN} 2007, San Sebasti{\'{a}}n,
Spain, June 20-22, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4507},
pages = {556--563},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73007-1\_68},
doi = {10.1007/978-3-540-73007-1\_68},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/VillmannSMH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/SchleifVH07,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer},
editor = {Francisco Sandoval Hern{\'{a}}ndez and
Alberto Prieto and
Joan Cabestany and
Manuel Gra{\~{n}}a},
title = {Supervised Neural Gas for Classification of Functional Data and Its
Application to the Analysis of Clinical Proteom Spectra},
booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference
on Artificial Neural Networks, {IWANN} 2007, San Sebasti{\'{a}}n,
Spain, June 20-22, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4507},
pages = {1036--1044},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73007-1\_125},
doi = {10.1007/978-3-540-73007-1\_125},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/SchleifVH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ki/HammerH07,
author = {Barbara Hammer and
Alexander Hasenfuss},
editor = {Joachim Hertzberg and
Michael Beetz and
Roman Englert},
title = {Relational Neural Gas},
booktitle = {{KI} 2007: Advances in Artificial Intelligence, 30th Annual German
Conference on AI, {KI} 2007, Osnabr{\"{u}}ck, Germany, September
10-13, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4667},
pages = {190--204},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74565-5\_16},
doi = {10.1007/978-3-540-74565-5\_16},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ki/HammerH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wilf/SchleifVH07,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer},
editor = {Francesco Masulli and
Sushmita Mitra and
Gabriella Pasi},
title = {Analysis of Proteomic Spectral Data by Multi Resolution Analysis and
Self-Organizing Maps},
booktitle = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy
Logic and Applications, {WILF} 2007, Camogli, Italy, July 7-10, 2007,
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4578},
pages = {563--570},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73400-0\_72},
doi = {10.1007/978-3-540-73400-0\_72},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wilf/SchleifVH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/HammerMS07,
author = {Barbara Hammer and
Alessio Micheli and
Alessandro Sperduti},
editor = {Barbara Hammer and
Pascal Hitzler},
title = {Adaptive Contextual Processing of Structured Data by Recursive Neural
Networks: {A} Survey of Computational Properties},
booktitle = {Perspectives of Neural-Symbolic Integration},
series = {Studies in Computational Intelligence},
volume = {77},
pages = {67--94},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73954-8\_4},
doi = {10.1007/978-3-540-73954-8\_4},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/sci/HammerMS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/TinoHB07,
author = {Peter Ti{\~{n}}o and
Barbara Hammer and
Mikael Bod{\'{e}}n},
editor = {Barbara Hammer and
Pascal Hitzler},
title = {Markovian Bias of Neural-based Architectures With Feedback Connections},
booktitle = {Perspectives of Neural-Symbolic Integration},
series = {Studies in Computational Intelligence},
volume = {77},
pages = {95--133},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73954-8\_5},
doi = {10.1007/978-3-540-73954-8\_5},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/sci/TinoHB07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dagstuhl/2007P7131,
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {Similarity-based Clustering and its Application to Medicine and Biology,
25.03. - 30.03.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07131},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2007},
url = {http://drops.dagstuhl.de/portals/07131/},
timestamp = {Thu, 10 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/2007P7131.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/sci/2007-77,
editor = {Barbara Hammer and
Pascal Hitzler},
title = {Perspectives of Neural-Symbolic Integration},
series = {Studies in Computational Intelligence},
volume = {77},
publisher = {Springer},
year = {2007},
isbn = {978-3-540-73953-1},
timestamp = {Mon, 10 Mar 2008 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/sci/2007-77.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/BiehlHVV07,
author = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {07131 Summary -- Similarity-based Clustering and its Application to
Medicine and Biology},
booktitle = {Similarity-based Clustering and its Application to Medicine and Biology,
25.03. - 30.03.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07131},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2007},
url = {http://drops.dagstuhl.de/opus/volltexte/2007/1117},
timestamp = {Thu, 10 Jun 2021 13:02:07 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/BiehlHVV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/BiehlHVV07a,
author = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {07131 Abstracts Collection -- Similarity-based Clustering and its
Application to Medicine and Biology},
booktitle = {Similarity-based Clustering and its Application to Medicine and Biology,
25.03. - 30.03.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07131},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2007},
url = {http://drops.dagstuhl.de/opus/volltexte/2007/1119},
timestamp = {Thu, 23 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/BiehlHVV07a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/HammerH07,
author = {Barbara Hammer and
Alexander Hasenfuss},
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {Relational Clustering},
booktitle = {Similarity-based Clustering and its Application to Medicine and Biology,
25.03. - 30.03.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07131},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2007},
url = {http://drops.dagstuhl.de/opus/volltexte/2007/1118},
timestamp = {Thu, 23 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/HammerH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/HammerMS07,
author = {Barbara Hammer and
Alessio Micheli and
Alessandro Sperduti},
editor = {Luc De Raedt and
Thomas G. Dietterich and
Lise Getoor and
Kristian Kersting and
Stephen H. Muggleton},
title = {A general framework for unsupervised preocessing of structured data},
booktitle = {Probabilistic, Logical and Relational Learning - {A} Further Synthesis,
15.04. - 20.04.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07161},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2007},
url = {http://drops.dagstuhl.de/opus/volltexte/2008/1383},
timestamp = {Sat, 30 Apr 2022 12:43:31 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/HammerMS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagstuhl/WitoelarBH07,
author = {Aree Witoelar and
Michael Biehl and
Barbara Hammer},
editor = {Michael Biehl and
Barbara Hammer and
Michel Verleysen and
Thomas Villmann},
title = {Learning Vector Quantization: generalization ability and dynamics
of competing prototypes},
booktitle = {Similarity-based Clustering and its Application to Medicine and Biology,
25.03. - 30.03.2007},
series = {Dagstuhl Seminar Proceedings},
volume = {07131},
publisher = {Internationales Begegnungs- und Forschungszentrum fuer Informatik
(IBFI), Schloss Dagstuhl, Germany},
year = {2007},
url = {http://drops.dagstuhl.de/opus/volltexte/2007/1131},
timestamp = {Thu, 23 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagstuhl/WitoelarBH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/StrickertSSWVH06,
author = {Marc Strickert and
Udo Seiffert and
Nese Sreenivasulu and
Winfriede Weschke and
Thomas Villmann and
Barbara Hammer},
title = {Generalized relevance {LVQ} {(GRLVQ)} with correlation measures for
gene expression analysis},
journal = {Neurocomputing},
volume = {69},
number = {7-9},
pages = {651--659},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2005.12.004},
doi = {10.1016/J.NEUCOM.2005.12.004},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/StrickertSSWVH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/BiehlGH06,
author = {Michael Biehl and
Anarta Ghosh and
Barbara Hammer},
title = {Learning vector quantization: The dynamics of winner-takes-all algorithms},
journal = {Neurocomputing},
volume = {69},
number = {7-9},
pages = {660--670},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2005.12.007},
doi = {10.1016/J.NEUCOM.2005.12.007},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/BiehlGH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/VillmannSH06,
author = {Thomas Villmann and
Frank{-}Michael Schleif and
Barbara Hammer},
title = {Prototype-based fuzzy classification with local relevance for proteomics},
journal = {Neurocomputing},
volume = {69},
number = {16-18},
pages = {2425--2428},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2006.02.003},
doi = {10.1016/J.NEUCOM.2006.02.003},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/VillmannSH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/HammerV06,
author = {Barbara Hammer and
Thomas Villmann},
title = {Effizient Klassifizieren und Clustern: Lernparadigmen von Vektorquantisierern},
journal = {K{\"{u}}nstliche Intell.},
volume = {20},
number = {3},
pages = {5--11},
year = {2006},
url = {http://www.kuenstliche-intelligenz.de/index.php?id=7745\&\#38;tx\_ki\_pi1\%5BshowUid\%5D=1160\&\#38;cHash=0de4849cec},
timestamp = {Thu, 09 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/HammerV06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/VillmannSH06,
author = {Thomas Villmann and
Frank{-}Michael Schleif and
Barbara Hammer},
title = {Comparison of relevance learning vector quantization with other metric
adaptive classification methods},
journal = {Neural Networks},
volume = {19},
number = {5},
pages = {610--622},
year = {2006},
url = {https://doi.org/10.1016/j.neunet.2005.07.013},
doi = {10.1016/J.NEUNET.2005.07.013},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/VillmannSH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/CottrellHHV06,
author = {Marie Cottrell and
Barbara Hammer and
Alexander Hasenfuss and
Thomas Villmann},
title = {Batch and median neural gas},
journal = {Neural Networks},
volume = {19},
number = {6-7},
pages = {762--771},
year = {2006},
url = {https://doi.org/10.1016/j.neunet.2006.05.018},
doi = {10.1016/J.NEUNET.2006.05.018},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/CottrellHHV06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/VillmannHSGH06,
author = {Thomas Villmann and
Barbara Hammer and
Frank{-}Michael Schleif and
Tina Geweniger and
Wieland Hermann},
title = {Fuzzy classification by fuzzy labeled neural gas},
journal = {Neural Networks},
volume = {19},
number = {6-7},
pages = {772--779},
year = {2006},
url = {https://doi.org/10.1016/j.neunet.2006.05.026},
doi = {10.1016/J.NEUNET.2006.05.026},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/VillmannHSGH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/GhoshBH06,
author = {Anarta Ghosh and
Michael Biehl and
Barbara Hammer},
title = {Performance analysis of {LVQ} algorithms: {A} statistical physics
approach},
journal = {Neural Networks},
volume = {19},
number = {6-7},
pages = {817--829},
year = {2006},
url = {https://doi.org/10.1016/j.neunet.2006.05.010},
doi = {10.1016/J.NEUNET.2006.05.010},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/GhoshBH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/HammerHSV06,
author = {Barbara Hammer and
Alexander Hasenfuss and
Frank{-}Michael Schleif and
Thomas Villmann},
editor = {Friedhelm Schwenker and
Simone Marinai},
title = {Supervised Batch Neural Gas},
booktitle = {Artificial Neural Networks in Pattern Recognition, Second {IAPR} Workshop,
{ANNPR} 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4087},
pages = {33--45},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11829898\_4},
doi = {10.1007/11829898\_4},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/annpr/HammerHSV06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/annpr/VillmannSSBGH06,
author = {Thomas Villmann and
Udo Seiffert and
Frank{-}Michael Schleif and
Cornelia Br{\"{u}}{\ss} and
Tina Geweniger and
Barbara Hammer},
editor = {Friedhelm Schwenker and
Simone Marinai},
title = {Fuzzy Labeled Self-Organizing Map with Label-Adjusted Prototypes},
booktitle = {Artificial Neural Networks in Pattern Recognition, Second {IAPR} Workshop,
{ANNPR} 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4087},
pages = {46--56},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11829898\_5},
doi = {10.1007/11829898\_5},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/annpr/VillmannSSBGH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bioadit/VillmannHS06,
author = {Thomas Villmann and
Barbara Hammer and
Udo Seiffert},
editor = {Auke Jan Ijspeert and
Toshimitsu Masuzawa and
Shinji Kusumoto},
title = {Perspectives of Self-adapted Self-organizing Clustering in Organic
Computing},
booktitle = {Biologically Inspired Approaches to Advanced Information Technology,
Second International Workshop, BioADIT 2006, Osaka, Japan, January
26-27, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3853},
pages = {141--159},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11613022\_14},
doi = {10.1007/11613022\_14},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bioadit/VillmannHS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cbms/SchleifEKVH06,
author = {Frank{-}Michael Schleif and
Thomas Elssner and
Markus Kostrzewa and
Thomas Villmann and
Barbara Hammer},
title = {Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing
Maps},
booktitle = {19th {IEEE} International Symposium on Computer-Based Medical Systems
{(CBMS} 2006), 22-23 June 2006, Salt Lake City, Utah, {USA}},
pages = {919--924},
publisher = {{IEEE} Computer Society},
year = {2006},
url = {https://doi.org/10.1109/CBMS.2006.44},
doi = {10.1109/CBMS.2006.44},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cbms/SchleifEKVH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerHV06,
author = {Barbara Hammer and
Alexander Hasenfuss and
Thomas Villmann},
title = {Magnification control for batch neural gas},
booktitle = {14th European Symposium on Artificial Neural Networks, {ESANN} 2006,
Bruges, Belgium, April 26-28, 2006, Proceedings},
pages = {7--12},
year = {2006},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2006-83.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerHV06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/SeiffertHKV06,
author = {Udo Seiffert and
Barbara Hammer and
Samuel Kaski and
Thomas Villmann},
title = {Neural networks and machine learning in bioinformatics - theory and
applications},
booktitle = {14th European Symposium on Artificial Neural Networks, {ESANN} 2006,
Bruges, Belgium, April 26-28, 2006, Proceedings},
pages = {521--532},
year = {2006},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2006-7.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/SeiffertHKV06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/SchleifHV06,
author = {Frank{-}Michael Schleif and
Barbara Hammer and
Thomas Villmann},
title = {Margin based Active Learning for {LVQ} Networks},
booktitle = {14th European Symposium on Artificial Neural Networks, {ESANN} 2006,
Bruges, Belgium, April 26-28, 2006, Proceedings},
pages = {539--544},
year = {2006},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2006-28.pdf},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/SchleifHV06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/HammerVSAH06,
author = {Barbara Hammer and
Thomas Villmann and
Frank{-}Michael Schleif and
Cornelia Albani and
Wieland Hermann},
editor = {Leszek Rutkowski and
Ryszard Tadeusiewicz and
Lotfi A. Zadeh and
Jacek M. Zurada},
title = {Learning Vector Quantization Classification with Local Relevance Determination
for Medical Data},
booktitle = {Artificial Intelligence and Soft Computing - {ICAISC} 2006, 8th International
Conference, Zakopane, Poland, June 25-29, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4029},
pages = {603--612},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11785231\_63},
doi = {10.1007/11785231\_63},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icaisc/HammerVSAH06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/VillmannHSGFC06,
author = {Thomas Villmann and
Barbara Hammer and
Frank{-}Michael Schleif and
Tina Geweniger and
Tom Fischer and
Marie Cottrell},
editor = {Irwin King and
Jun Wang and
Laiwan Chan and
DeLiang L. Wang},
title = {Prototype Based Classification Using Information Theoretic Learning},
booktitle = {Neural Information Processing, 13th International Conference, {ICONIP}
2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {4233},
pages = {40--49},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11893257\_5},
doi = {10.1007/11893257\_5},
timestamp = {Tue, 14 May 2019 10:00:42 +0200},
biburl = {https://dblp.org/rec/conf/iconip/VillmannHSGFC06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/CottrellHV05,
author = {Marie Cottrell and
Barbara Hammer and
Thomas Villmann},
title = {New Aspects in Neurocomputing},
journal = {Neurocomputing},
volume = {63},
pages = {1--3},
year = {2005},
url = {https://doi.org/10.1016/j.neucom.2004.06.008},
doi = {10.1016/J.NEUCOM.2004.06.008},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/CottrellHV05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/StrickertHB05,
author = {Marc Strickert and
Barbara Hammer and
Sebastian Blohm},
title = {Unsupervised recursive sequence processing},
journal = {Neurocomputing},
volume = {63},
pages = {69--97},
year = {2005},
url = {https://doi.org/10.1016/j.neucom.2004.01.190},
doi = {10.1016/J.NEUCOM.2004.01.190},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/StrickertHB05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GersmannH05,
author = {Kai Gersmann and
Barbara Hammer},
title = {Improving iterative repair strategies for scheduling with the {SVM}},
journal = {Neurocomputing},
volume = {63},
pages = {271--292},
year = {2005},
url = {https://doi.org/10.1016/j.neucom.2004.01.193},
doi = {10.1016/J.NEUCOM.2004.01.193},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/GersmannH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/StrickertH05,
author = {Marc Strickert and
Barbara Hammer},
title = {Merge {SOM} for temporal data},
journal = {Neurocomputing},
volume = {64},
pages = {39--71},
year = {2005},
url = {https://doi.org/10.1016/j.neucom.2004.11.014},
doi = {10.1016/J.NEUCOM.2004.11.014},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/StrickertH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/HammerMS05,
author = {Barbara Hammer and
Alessio Micheli and
Alessandro Sperduti},
title = {Universal Approximation Capability of Cascade Correlation for Structures},
journal = {Neural Comput.},
volume = {17},
number = {5},
pages = {1109--1159},
year = {2005},
url = {https://doi.org/10.1162/0899766053491878},
doi = {10.1162/0899766053491878},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/HammerMS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/HammerSS05,
author = {Barbara Hammer and
Craig Saunders and
Alessandro Sperduti},
title = {Special issue on neural networks and kernel methods for structured
domains},
journal = {Neural Networks},
volume = {18},
number = {8},
pages = {1015--1018},
year = {2005},
url = {https://doi.org/10.1016/j.neunet.2005.07.004},
doi = {10.1016/J.NEUNET.2005.07.004},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/HammerSS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/HammerSV05,
author = {Barbara Hammer and
Marc Strickert and
Thomas Villmann},
title = {Supervised Neural Gas with General Similarity Measure},
journal = {Neural Process. Lett.},
volume = {21},
number = {1},
pages = {21--44},
year = {2005},
url = {https://doi.org/10.1007/s11063-004-3255-2},
doi = {10.1007/S11063-004-3255-2},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/HammerSV05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/HammerSV05a,
author = {Barbara Hammer and
Marc Strickert and
Thomas Villmann},
title = {On the Generalization Ability of {GRLVQ} Networks},
journal = {Neural Process. Lett.},
volume = {21},
number = {2},
pages = {109--120},
year = {2005},
url = {https://doi.org/10.1007/s11063-004-1547-1},
doi = {10.1007/S11063-004-1547-1},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/HammerSV05a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcs/DasGuptaH05,
author = {Bhaskar DasGupta and
Barbara Hammer},
title = {On approximate learning by multi-layered feedforward circuits},
journal = {Theor. Comput. Sci.},
volume = {348},
number = {1},
pages = {95--127},
year = {2005},
url = {https://doi.org/10.1016/j.tcs.2005.09.008},
doi = {10.1016/J.TCS.2005.09.008},
timestamp = {Wed, 17 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tcs/DasGuptaH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BiehlGH05,
author = {Michael Biehl and
Anarta Ghosh and
Barbara Hammer},
title = {The dynamics of Learning Vector Quantization},
booktitle = {13th European Symposium on Artificial Neural Networks, {ESANN} 2005,
Bruges, Belgium, April 27-29, 2005, Proceedings},
pages = {13--18},
year = {2005},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2005-82.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BiehlGH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerRSV05,
author = {Barbara Hammer and
Andreas Rechtien and
Marc Strickert and
Thomas Villmann},
title = {Relevance learning for mental disease classification},
booktitle = {13th European Symposium on Artificial Neural Networks, {ESANN} 2005,
Bruges, Belgium, April 27-29, 2005, Proceedings},
pages = {139--144},
year = {2005},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2005-81.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerRSV05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerV05,
author = {Barbara Hammer and
Thomas Villmann},
title = {Classification using non-standard metrics},
booktitle = {13th European Symposium on Artificial Neural Networks, {ESANN} 2005,
Bruges, Belgium, April 27-29, 2005, Proceedings},
pages = {303--316},
year = {2005},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2005-150.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerV05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/ToschanowitzHR05,
author = {Katharina Tluk von Toschanowitz and
Barbara Hammer and
Helge J. Ritter},
title = {Relevance determination in reinforcement learning},
booktitle = {13th European Symposium on Artificial Neural Networks, {ESANN} 2005,
Bruges, Belgium, April 27-29, 2005, Proceedings},
pages = {369--374},
year = {2005},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2005-74.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/ToschanowitzHR05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/VillmannSH05,
author = {Thomas Villmann and
Frank{-}Michael Schleif and
Barbara Hammer},
editor = {M. Arif Wani and
Mariofanna G. Milanova and
Lukasz A. Kurgan and
Marek Z. Reformat and
Khalid Hafeez},
title = {Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance
Learning},
booktitle = {Fourth International Conference on Machine Learning and Applications,
{ICMLA} 2005, Los Angeles, California, USA, 15-17 December 2005},
publisher = {{IEEE} Computer Society},
year = {2005},
url = {https://doi.org/10.1109/ICMLA.2005.38},
doi = {10.1109/ICMLA.2005.38},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icmla/VillmannSH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wilf/SchleifVH05,
author = {Frank{-}Michael Schleif and
Thomas Villmann and
Barbara Hammer},
editor = {Isabelle Bloch and
Alfredo Petrosino and
Andrea Tettamanzi},
title = {Local Metric Adaptation for Soft Nearest Prototype Classification
to Classify Proteomic Data},
booktitle = {Fuzzy Logic and Applications, 6th International Workshop, {WILF} 2005,
Crema, Italy, September 15-17, 2005, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {3849},
pages = {290--296},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11676935\_36},
doi = {10.1007/11676935\_36},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wilf/SchleifVH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HammerMSS04,
author = {Barbara Hammer and
Alessio Micheli and
Alessandro Sperduti and
Marc Strickert},
title = {A general framework for unsupervised processing of structured data},
journal = {Neurocomputing},
volume = {57},
pages = {3--35},
year = {2004},
url = {https://doi.org/10.1016/j.neucom.2004.01.008},
doi = {10.1016/J.NEUCOM.2004.01.008},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/HammerMSS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/HammerMSS04,
author = {Barbara Hammer and
Alessio Micheli and
Alessandro Sperduti and
Marc Strickert},
title = {Recursive self-organizing network models},
journal = {Neural Networks},
volume = {17},
number = {8-9},
pages = {1061--1085},
year = {2004},
url = {https://doi.org/10.1016/j.neunet.2004.06.009},
doi = {10.1016/J.NEUNET.2004.06.009},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/HammerMSS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaaifs/TinoH04,
author = {Peter Ti{\~{n}}o and
Barbara Hammer},
title = {On Early Stages of Learning in Connectionist Models with Feedback
Connections},
booktitle = {Compositional Connectionism in Cognitive Science, Papers from the
2004 {AAAI} Fall Symposium. Arlington, VA, USA, October 22-24, 2004},
volume = {{FS-04-03}},
pages = {69--71},
publisher = {{AAAI} Press},
year = {2004},
url = {https://www.aaai.org/Library/Symposia/Fall/2004/fs04-03-015.php},
timestamp = {Fri, 04 Sep 2020 13:38:34 +0200},
biburl = {https://dblp.org/rec/conf/aaaifs/TinoH04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/StrickertH04,
author = {Marc Strickert and
Barbara Hammer},
title = {Self-organizing context learning},
booktitle = {12th European Symposium on Artificial Neural Networks, {ESANN} 2004,
Bruges, Belgium, April 28-30, 2004, Proceedings},
pages = {39--44},
year = {2004},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2004-73.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/StrickertH04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerJ04,
author = {Barbara Hammer and
Brijnesh J. Jain},
title = {Neural methods for non-standard data},
booktitle = {12th European Symposium on Artificial Neural Networks, {ESANN} 2004,
Bruges, Belgium, April 28-30, 2004, Proceedings},
pages = {281--292},
year = {2004},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2004-181.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerJ04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/HammerSV04,
author = {Barbara Hammer and
Marc Strickert and
Thomas Villmann},
editor = {Leszek Rutkowski and
J{\"{o}}rg H. Siekmann and
Ryszard Tadeusiewicz and
Lotfi A. Zadeh},
title = {Relevance {LVQ} versus {SVM}},
booktitle = {Artificial Intelligence and Soft Computing - {ICAISC} 2004, 7th International
Conference, Zakopane, Poland, June 7-11, 2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3070},
pages = {592--597},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-24844-6\_89},
doi = {10.1007/978-3-540-24844-6\_89},
timestamp = {Tue, 14 May 2019 10:00:55 +0200},
biburl = {https://dblp.org/rec/conf/icaisc/HammerSV04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/SchleifCVH04,
author = {Frank{-}Michael Schleif and
U. Clauss and
Thomas Villmann and
Barbara Hammer},
editor = {Mehmed M. Kantardzic and
Mariofanna G. Milanova and
Olfa Nasraoui},
title = {Supervised relevance neural gas and unified maximum separability analysis
for classification of mass spectrometric data},
booktitle = {Proceedings of the 2004 International Conference on Machine Learning
and Applications - {ICMLA} 2004, 16-18 December 2004, Louisville,
KY, {USA}},
pages = {374--379},
publisher = {{IEEE} Computer Society},
year = {2004},
url = {https://doi.org/10.1109/ICMLA.2004.1383538},
doi = {10.1109/ICMLA.2004.1383538},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icmla/SchleifCVH04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/HammerT03,
author = {Barbara Hammer and
Peter Ti{\~{n}}o},
title = {Recurrent Neural Networks with Small Weights Implement Definite Memory
Machines},
journal = {Neural Comput.},
volume = {15},
number = {8},
pages = {1897--1929},
year = {2003},
url = {https://doi.org/10.1162/08997660360675080},
doi = {10.1162/08997660360675080},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/HammerT03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/TinoH03,
author = {Peter Ti{\~{n}}o and
Barbara Hammer},
title = {Architectural Bias in Recurrent Neural Networks: Fractal Analysis},
journal = {Neural Comput.},
volume = {15},
number = {8},
pages = {1931--1957},
year = {2003},
url = {https://doi.org/10.1162/08997660360675099},
doi = {10.1162/08997660360675099},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/TinoH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/VillmannMH03,
author = {Thomas Villmann and
Erzs{\'{e}}bet Mer{\'{e}}nyi and
Barbara Hammer},
title = {Neural maps in remote sensing image analysis},
journal = {Neural Networks},
volume = {16},
number = {3-4},
pages = {389--403},
year = {2003},
url = {https://doi.org/10.1016/S0893-6080(03)00021-2},
doi = {10.1016/S0893-6080(03)00021-2},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/VillmannMH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/HammerG03,
author = {Barbara Hammer and
Kai Gersmann},
title = {A Note on the Universal Approximation Capability of Support Vector
Machines},
journal = {Neural Process. Lett.},
volume = {17},
number = {1},
pages = {43--53},
year = {2003},
url = {https://doi.org/10.1023/A:1022936519097},
doi = {10.1023/A:1022936519097},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/HammerG03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/StrickertH03,
author = {Marc Strickert and
Barbara Hammer},
title = {Unsupervised Recursive Sequence Processing},
booktitle = {11th European Symposium on Artificial Neural Networks, {ESANN} 2003,
Bruges, Belgium, April 23-25, 2003, Proceedings},
pages = {27--32},
year = {2003},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2003-27.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/StrickertH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerV03,
author = {Barbara Hammer and
Thomas Villmann},
title = {Mathematical Aspects of Neural Networks},
booktitle = {11th European Symposium on Artificial Neural Networks, {ESANN} 2003,
Bruges, Belgium, April 23-25, 2003, Proceedings},
pages = {59--72},
year = {2003},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2003-601.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerV03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/GersmannH03,
author = {Kai Gersmann and
Barbara Hammer},
title = {Improving iterative repair strategies for scheduling with the {SVM}},
booktitle = {11th European Symposium on Artificial Neural Networks, {ESANN} 2003,
Bruges, Belgium, April 23-25, 2003, Proceedings},
pages = {235--240},
year = {2003},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2003-51.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/GersmannH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cogsr/Hammer02,
author = {Barbara Hammer},
title = {Recurrent networks for structured data - {A} unifying approach and
its properties},
journal = {Cogn. Syst. Res.},
volume = {3},
number = {2},
pages = {145--165},
year = {2002},
url = {https://doi.org/10.1016/S1389-0417(01)00056-0},
doi = {10.1016/S1389-0417(01)00056-0},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cogsr/Hammer02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/HammerV02,
author = {Barbara Hammer and
Thomas Villmann},
title = {Generalized relevance learning vector quantization},
journal = {Neural Networks},
volume = {15},
number = {8-9},
pages = {1059--1068},
year = {2002},
url = {https://doi.org/10.1016/S0893-6080(02)00079-5},
doi = {10.1016/S0893-6080(02)00079-5},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/HammerV02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerV02,
author = {Barbara Hammer and
Thomas Villmann},
editor = {Michel Verleysen},
title = {Batch-RLVQ},
booktitle = {10th Eurorean Symposium on Artificial Neural Networks, {ESANN} 2002,
Bruges, Belgium, April 24-26, 2002, Proceedings},
pages = {295--300},
year = {2002},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2002-1.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerV02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerS02,
author = {Barbara Hammer and
Jochen J. Steil},
editor = {Michel Verleysen},
title = {Perspectives on learning with recurrent neural networks},
booktitle = {10th Eurorean Symposium on Artificial Neural Networks, {ESANN} 2002,
Bruges, Belgium, April 24-26, 2002, Proceedings},
pages = {357--368},
year = {2002},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2002-200.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerMS02,
author = {Barbara Hammer and
Alessio Micheli and
Alessandro Sperduti},
editor = {Michel Verleysen},
title = {A general framework for unsupervised processing of structured data},
booktitle = {10th Eurorean Symposium on Artificial Neural Networks, {ESANN} 2002,
Bruges, Belgium, April 24-26, 2002, Proceedings},
pages = {389--394},
year = {2002},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2002-206.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerMS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/HammerSV02,
author = {Barbara Hammer and
Marc Strickert and
Thomas Villmann},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {Learning Vector Quantization for Multimodal Data},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {370--376},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_60},
doi = {10.1007/3-540-46084-5\_60},
timestamp = {Sun, 02 Jun 2019 21:16:26 +0200},
biburl = {https://dblp.org/rec/conf/icann/HammerSV02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/HammerRSV02,
author = {Barbara Hammer and
Andreas Rechtien and
Marc Strickert and
Thomas Villmann},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {Rule Extraction from Self-Organizing Networks},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {877--883},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_142},
doi = {10.1007/3-540-46084-5\_142},
timestamp = {Fri, 26 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/HammerRSV02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/TinoH02,
author = {Peter Ti{\~{n}}o and
Barbara Hammer},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {Architectural Bias in Recurrent Neural Networks - Fractal Analysis},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {1359--1364},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_219},
doi = {10.1007/3-540-46084-5\_219},
timestamp = {Fri, 26 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/TinoH02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkde/Hammer01,
author = {Barbara Hammer},
title = {Generalization Ability of Folding Networks},
journal = {{IEEE} Trans. Knowl. Data Eng.},
volume = {13},
number = {2},
pages = {196--206},
year = {2001},
url = {https://doi.org/10.1109/69.917560},
doi = {10.1109/69.917560},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tkde/Hammer01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BojerHST01,
author = {Thorsten Bojer and
Barbara Hammer and
Daniel Schunk and
Katharina Tluk von Toschanowitz},
title = {Relevance determination in Learning Vector Quantization},
booktitle = {9th European Symposium on Artificial Neural Networks, {ESANN} 2001,
Bruges, Belgium, April 25-27, 2001, Proceedings},
pages = {271--276},
year = {2001},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2001-3.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BojerHST01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/HammerV01,
author = {Barbara Hammer and
Thomas Villmann},
title = {Input pruning for neural gas architectures},
booktitle = {9th European Symposium on Artificial Neural Networks, {ESANN} 2001,
Bruges, Belgium, April 25-27, 2001, Proceedings},
pages = {283--288},
year = {2001},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2001-2.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/HammerV01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/StrickertBH01,
author = {Marc Strickert and
Thorsten Bojer and
Barbara Hammer},
editor = {Georg Dorffner and
Horst Bischof and
Kurt Hornik},
title = {Generalized Relevance {LVQ} for Time Series},
booktitle = {Artificial Neural Networks - {ICANN} 2001, International Conference
Vienna, Austria, August 21-25, 2001 Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2130},
pages = {677--683},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-44668-0\_94},
doi = {10.1007/3-540-44668-0\_94},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/StrickertBH01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/Hammer01,
author = {Barbara Hammer},
editor = {Georg Dorffner and
Horst Bischof and
Kurt Hornik},
title = {On the Generalization Ability of Recurrent Networks},
booktitle = {Artificial Neural Networks - {ICANN} 2001, International Conference
Vienna, Austria, August 21-25, 2001 Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2130},
pages = {731--736},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-44668-0\_102},
doi = {10.1007/3-540-44668-0\_102},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/Hammer01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsom/HammerV01,
author = {Barbara Hammer and
Thomas Villmann},
editor = {Nigel M. Allinson and
Hujun Yin and
Lesley Allinson and
Jon M. Slack},
title = {Estimating Relevant Input Dimensions for Self-organizing Algorithms},
booktitle = {Advances in Self-Organising Maps, {WSOM} 2001, Lincoln, UK, 13-15
June, 2011},
pages = {173--180},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/978-1-4471-0715-6\_25},
doi = {10.1007/978-1-4471-0715-6\_25},
timestamp = {Mon, 16 Sep 2019 15:24:26 +0200},
biburl = {https://dblp.org/rec/conf/wsom/HammerV01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Hammer00,
author = {Barbara Hammer},
title = {On the approximation capability of recurrent neural networks},
journal = {Neurocomputing},
volume = {31},
number = {1-4},
pages = {107--123},
year = {2000},
url = {https://doi.org/10.1016/S0925-2312(99)00174-5},
doi = {10.1016/S0925-2312(99)00174-5},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/Hammer00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/DasGuptaH00,
author = {Bhaskar DasGupta and
Barbara Hammer},
editor = {Hiroki Arimura and
Sanjay Jain and
Arun Sharma},
title = {On Approximate Learning by Multi-layered Feedforward Circuits},
booktitle = {Algorithmic Learning Theory, 11th International Conference, {ALT}
2000, Sydney, Australia, December 11-13, 2000, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1968},
pages = {264--278},
publisher = {Springer},
year = {2000},
url = {https://doi.org/10.1007/3-540-40992-0\_20},
doi = {10.1007/3-540-40992-0\_20},
timestamp = {Tue, 21 Apr 2020 13:28:21 +0200},
biburl = {https://dblp.org/rec/conf/alt/DasGuptaH00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/Hammer00,
author = {Barbara Hammer},
title = {Limitations of hybrid systems},
booktitle = {8th European Symposium on Artificial Neural Networks, {ESANN} 2000,
Bruges, Belgium, April 26-28, 2000, Proceedings},
pages = {213--218},
year = {2000},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2000-12.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/Hammer00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Hammer99,
author = {Barbara Hammer},
title = {Learning with recurrent neural networks},
school = {University of Osnabr{\"{u}}ck, Germany},
year = {1999},
url = {http://elib.ub.uni-osnabrueck.de/publications/diss/E-Diss29\_thesis.ps.gz},
urn = {urn:nbn:de:gbv:700-2000091564},
timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/dnb/Hammer99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mcss/Hammer99,
author = {Barbara Hammer},
title = {On the Learnability of Recursive Data},
journal = {Math. Control. Signals Syst.},
volume = {12},
number = {1},
pages = {62--79},
year = {1999},
url = {https://doi.org/10.1007/PL00009845},
doi = {10.1007/PL00009845},
timestamp = {Thu, 10 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mcss/Hammer99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/Hammer99,
author = {Barbara Hammer},
title = {Approximation capabilities of folding networks},
booktitle = {7th European Symposium on Artificial Neural Networks, {ESANN} 1999,
Bruges, Belgium, April 21-23, 1999, Proceedings},
pages = {33--38},
year = {1999},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es1999-301.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/Hammer99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/Hammer98,
author = {Barbara Hammer},
title = {Training a sigmoidal network is difficult},
booktitle = {6th European Symposium on Artificial Neural Networks, {ESANN} 1998,
Bruges, Belgium, April 22-24, 1998, Proceedings},
pages = {255--260},
year = {1998},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es1998-1.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/Hammer98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nc/Hammer98,
author = {Barbara Hammer},
editor = {Michael Heiss},
title = {On the Approximation Capability of Recurrent Neural Networks},
booktitle = {Proceedings of the International {ICSC} / {IFAC} Symposium on Neural
Computation {(NC} 1998), September 23-15, 1998, Vienna, Austria},
pages = {512--518},
publisher = {{ICSC} Academic Press, International Computer Science Conventions,
Canada / Switzerland},
year = {1998},
timestamp = {Fri, 28 Jan 2005 09:43:40 +0100},
biburl = {https://dblp.org/rec/conf/nc/Hammer98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/Hammer97,
author = {Barbara Hammer},
editor = {Wulfram Gerstner and
Alain Germond and
Martin Hasler and
Jean{-}Daniel Nicoud},
title = {Generalization of Elman Networks},
booktitle = {Artificial Neural Networks - {ICANN} '97, 7th International Conference,
Lausanne, Switzerland, October 8-10, 1997, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1327},
pages = {409--414},
publisher = {Springer},
year = {1997},
url = {https://doi.org/10.1007/BFb0020189},
doi = {10.1007/BFB0020189},
timestamp = {Tue, 14 May 2019 10:00:49 +0200},
biburl = {https://dblp.org/rec/conf/icann/Hammer97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/daglib/0082504,
author = {Volker Sperschneider and
Barbara Hammer},
title = {Theoretische Informatik - eine problemorientierte Einf{\"{u}}hrung},
series = {Springer-Lehrbuch},
publisher = {Springer},
year = {1996},
isbn = {978-3-540-60860-8},
timestamp = {Tue, 26 Apr 2011 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/daglib/0082504.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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