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BibTeX records: Michael Kamp
@article{DBLP:journals/corr/abs-2402-15691, author = {Fan Yang and Pierre Le Bodic and Michael Kamp and Mario Boley}, title = {Orthogonal Gradient Boosting for Simpler Additive Rule Ensembles}, journal = {CoRR}, volume = {abs/2402.15691}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2402.15691}, doi = {10.48550/ARXIV.2402.15691}, eprinttype = {arXiv}, eprint = {2402.15691}, timestamp = {Mon, 25 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2402-15691.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/softx/LiFPAKKNKAE23, author = {Jianning Li and Andr{\'{e}} Ferreira and Behrus Puladi and Victor Alves and Michael Kamp and Moon S. Kim and Felix Nensa and Jens Kleesiek and Seyed{-}Ahmad Ahmadi and Jan Egger}, title = {Open-source skull reconstruction with {MONAI}}, journal = {SoftwareX}, volume = {23}, pages = {101432}, year = {2023}, url = {https://doi.org/10.1016/j.softx.2023.101432}, doi = {10.1016/J.SOFTX.2023.101432}, timestamp = {Sat, 28 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/softx/LiFPAKKNKAE23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tvcg/WangLZWHZXKZC23, author = {Junhong Wang and Yun Li and Zhaoyu Zhou and Chengshun Wang and Yijie Hou and Li Zhang and Xiangyang Xue and Michael Kamp and Xiaolong Luke Zhang and Siming Chen}, title = {When, Where and How Does it Fail? {A} Spatial-Temporal Visual Analytics Approach for Interpretable Object Detection in Autonomous Driving}, journal = {{IEEE} Trans. Vis. Comput. Graph.}, volume = {29}, number = {12}, pages = {5033--5049}, year = {2023}, url = {https://doi.org/10.1109/TVCG.2022.3201101}, doi = {10.1109/TVCG.2022.3201101}, timestamp = {Wed, 13 Dec 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tvcg/WangLZWHZXKZC23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aaai/MianKV23, author = {Osman Mian and Michael Kamp and Jilles Vreeken}, editor = {Brian Williams and Yiling Chen and Jennifer Neville}, title = {Information-Theoretic Causal Discovery and Intervention Detection over Multiple Environments}, booktitle = {Thirty-Seventh {AAAI} Conference on Artificial Intelligence, {AAAI} 2023, Thirty-Fifth Conference on Innovative Applications of Artificial Intelligence, {IAAI} 2023, Thirteenth Symposium on Educational Advances in Artificial Intelligence, {EAAI} 2023, Washington, DC, USA, February 7-14, 2023}, pages = {9171--9179}, publisher = {{AAAI} Press}, year = {2023}, url = {https://doi.org/10.1609/aaai.v37i8.26100}, doi = {10.1609/AAAI.V37I8.26100}, timestamp = {Mon, 04 Sep 2023 12:29:24 +0200}, biburl = {https://dblp.org/rec/conf/aaai/MianKV23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aistats/MianKKV23, author = {Osman Mian and David Kaltenpoth and Michael Kamp and Jilles Vreeken}, editor = {Francisco J. R. Ruiz and Jennifer G. Dy and Jan{-}Willem van de Meent}, title = {Nothing but Regrets - Privacy-Preserving Federated Causal Discovery}, booktitle = {International Conference on Artificial Intelligence and Statistics, 25-27 April 2023, Palau de Congressos, Valencia, Spain}, series = {Proceedings of Machine Learning Research}, volume = {206}, pages = {8263--8278}, publisher = {{PMLR}}, year = {2023}, url = {https://proceedings.mlr.press/v206/mian23a.html}, timestamp = {Mon, 07 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/aistats/MianKKV23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iclr/KampFV23, author = {Michael Kamp and Jonas Fischer and Jilles Vreeken}, title = {Federated Learning from Small Datasets}, booktitle = {The Eleventh International Conference on Learning Representations, {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023}, publisher = {OpenReview.net}, year = {2023}, url = {https://openreview.net/pdf?id=hDDV1lsRV8}, timestamp = {Fri, 30 Jun 2023 14:38:38 +0200}, biburl = {https://dblp.org/rec/conf/iclr/KampFV23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/tagml/AdilovaALDPEKK23, author = {Linara Adilova and Amr Abourayya and Jianning Li and Amin Dada and Henning Petzka and Jan Egger and Jens Kleesiek and Michael Kamp}, editor = {Timothy Doster and Tegan Emerson and Henry Kvinge and Nina Miolane and Mathilde Papillon and Bastian Rieck and Sophia Sanborn}, title = {{FAM:} Relative Flatness Aware Minimization}, booktitle = {Topological, Algebraic and Geometric Learning Workshops 2023, 28 July 2023, Honolulu, HI, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {221}, pages = {37--49}, publisher = {{PMLR}}, year = {2023}, url = {https://proceedings.mlr.press/v221/adilova23a.html}, timestamp = {Mon, 04 Dec 2023 14:02:45 +0100}, biburl = {https://dblp.org/rec/conf/tagml/AdilovaALDPEKK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-17555, author = {Frederic Jonske and Moon S. Kim and Enrico Nasca and Janis Evers and Johannes Haubold and Ren{\'{e}} Hosch and Felix Nensa and Michael Kamp and Constantin Seibold and Jan Egger and Jens Kleesiek}, title = {Why does my medical {AI} look at pictures of birds? Exploring the efficacy of transfer learning across domain boundaries}, journal = {CoRR}, volume = {abs/2306.17555}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.17555}, doi = {10.48550/ARXIV.2306.17555}, eprinttype = {arXiv}, eprint = {2306.17555}, timestamp = {Fri, 08 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-17555.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2307-02337, author = {Linara Adilova and Amr Abourayya and Jianning Li and Amin Dada and Henning Petzka and Jan Egger and Jens Kleesiek and Michael Kamp}, title = {{FAM:} Relative Flatness Aware Minimization}, journal = {CoRR}, volume = {abs/2307.02337}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2307.02337}, doi = {10.48550/ARXIV.2307.02337}, eprinttype = {arXiv}, eprint = {2307.02337}, timestamp = {Mon, 10 Jul 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2307-02337.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-05696, author = {Amr Abourayya and Jens Kleesiek and Kanishka Rao and Erman Ayday and Bharat Rao and Geoffrey I. Webb and Michael Kamp}, title = {Protecting Sensitive Data through Federated Co-Training}, journal = {CoRR}, volume = {abs/2310.05696}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.05696}, doi = {10.48550/ARXIV.2310.05696}, eprinttype = {arXiv}, eprint = {2310.05696}, timestamp = {Fri, 08 Dec 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-05696.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/kddcd/MianKK22, author = {Osman Mian and David Kaltenpoth and Michael Kamp}, editor = {Thuc Duy Le and Lin Liu and Emre Kiciman and Sofia Triantafyllou and Huan Liu}, title = {Regret-based Federated Causal Discovery}, booktitle = {The KDD'22 Workshop on Causal Discovery, 15 August 2022, Washington DC, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {185}, pages = {61--69}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v185/mian22a.html}, timestamp = {Wed, 09 Aug 2023 17:07:50 +0200}, biburl = {https://dblp.org/rec/conf/kddcd/MianKK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2211-14051, author = {Jianning Li and Andr{\'{e}} Ferreira and Behrus Puladi and Victor Alves and Michael Kamp and Moon{-}Sung Kim and Felix Nensa and Jens Kleesiek and Seyed{-}Ahmad Ahmadi and Jan Egger}, title = {Open-Source Skull Reconstruction with {MONAI}}, journal = {CoRR}, volume = {abs/2211.14051}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2211.14051}, doi = {10.48550/ARXIV.2211.14051}, eprinttype = {arXiv}, eprint = {2211.14051}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2211-14051.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/dsn/MedeirosGKF21, author = {Ib{\'{e}}ria Medeiros and Ilir Gashi and Michael Kamp and Pedro Ferreira}, title = {Third International Workshop on Data-Centric Dependability and Security {(DCDS)}}, booktitle = {51st Annual {IEEE/IFIP} International Conference on Dependable Systems and Networks Workshops, {DSN} Workshops 2021, Taipei, Taiwan, June 21-24, 2021}, pages = {xii}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/DSN-W52860.2021.00006}, doi = {10.1109/DSN-W52860.2021.00006}, timestamp = {Sat, 09 Apr 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/dsn/MedeirosGKF21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iclr/LiJZKD21, author = {Xiaoxiao Li and Meirui Jiang and Xiaofei Zhang and Michael Kamp and Qi Dou}, title = {FedBN: Federated Learning on Non-IID Features via Local Batch Normalization}, 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=6YEQUn0QICG}, timestamp = {Tue, 13 Dec 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/iclr/LiJZKD21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/PetzkaKASB21, author = {Henning Petzka and Michael Kamp and Linara Adilova and Cristian Sminchisescu and Mario Boley}, editor = {Marc'Aurelio Ranzato and Alina Beygelzimer and Yann N. Dauphin and Percy Liang and Jennifer Wortman Vaughan}, title = {Relative Flatness and Generalization}, booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual}, pages = {18420--18432}, year = {2021}, url = {https://proceedings.neurips.cc/paper/2021/hash/995f5e03890b029865f402e83a81c29d-Abstract.html}, timestamp = {Tue, 03 May 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/nips/PetzkaKASB21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/LinsnerADKF21, author = {Florian Linsner and Linara Adilova and Sina D{\"{a}}ubener and Michael Kamp and Asja Fischer}, editor = {Michael Kamp and Irena Koprinska and Adrien Bibal and Tassadit Bouadi and Beno{\^{\i}}t Fr{\'{e}}nay and Luis Gal{\'{a}}rraga and Jos{\'{e}} Oramas and Linara Adilova and Yamuna Krishnamurthy and Bo Kang and Christine Largeron and Jefrey Lijffijt and Tiphaine Viard and Pascal Welke and Massimiliano Ruocco and Erlend Aune and Claudio Gallicchio and Gregor Schiele and Franz Pernkopf and Michaela Blott and Holger Fr{\"{o}}ning and G{\"{u}}nther Schindler and Riccardo Guidotti and Anna Monreale and Salvatore Rinzivillo and Przemyslaw Biecek and Eirini Ntoutsi and Mykola Pechenizkiy and Bodo Rosenhahn and Christopher L. Buckley and Daniela Cialfi and Pablo Lanillos and Maxwell Ramstead and Tim Verbelen and Pedro M. Ferreira and Giuseppina Andresini and Donato Malerba and Ib{\'{e}}ria Medeiros and Philippe Fournier{-}Viger and M. Saqib Nawaz and Sebasti{\'{a}}n Ventura and Meng Sun and Min Zhou and Valerio Bitetta and Ilaria Bordino and Andrea Ferretti and Francesco Gullo and Giovanni Ponti and Lorenzo Severini and Rita P. Ribeiro and Jo{\~{a}}o Gama and Ricard Gavald{\`{a}} and Lee A. D. Cooper and Naghmeh Ghazaleh and Jonas Richiardi and Damian Roqueiro and Diego Saldana Miranda and Konstantinos Sechidis and Guilherme Gra{\c{c}}a}, title = {Approaches to Uncertainty Quantification in Federated Deep Learning}, booktitle = {Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual Event, September 13-17, 2021, Proceedings, Part {I}}, series = {Communications in Computer and Information Science}, volume = {1524}, pages = {128--145}, publisher = {Springer}, year = {2021}, url = {https://doi.org/10.1007/978-3-030-93736-2\_12}, doi = {10.1007/978-3-030-93736-2\_12}, timestamp = {Sat, 12 Mar 2022 14:00:32 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/LinsnerADKF21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/pkdd/2021-w1, editor = {Michael Kamp and Irena Koprinska and Adrien Bibal and Tassadit Bouadi and Beno{\^{\i}}t Fr{\'{e}}nay and Luis Gal{\'{a}}rraga and Jos{\'{e}} Oramas and Linara Adilova and Yamuna Krishnamurthy and Bo Kang and Christine Largeron and Jefrey Lijffijt and Tiphaine Viard and Pascal Welke and Massimiliano Ruocco and Erlend Aune and Claudio Gallicchio and Gregor Schiele and Franz Pernkopf and Michaela Blott and Holger Fr{\"{o}}ning and G{\"{u}}nther Schindler and Riccardo Guidotti and Anna Monreale and Salvatore Rinzivillo and Przemyslaw Biecek and Eirini Ntoutsi and Mykola Pechenizkiy and Bodo Rosenhahn and Christopher L. Buckley and Daniela Cialfi and Pablo Lanillos and Maxwell Ramstead and Tim Verbelen and Pedro M. Ferreira and Giuseppina Andresini and Donato Malerba and Ib{\'{e}}ria Medeiros and Philippe Fournier{-}Viger and M. Saqib Nawaz and Sebasti{\'{a}}n Ventura and Meng Sun and Min Zhou and Valerio Bitetta and Ilaria Bordino and Andrea Ferretti and Francesco Gullo and Giovanni Ponti and Lorenzo Severini and Rita P. Ribeiro and Jo{\~{a}}o Gama and Ricard Gavald{\`{a}} and Lee A. D. Cooper and Naghmeh Ghazaleh and Jonas Richiardi and Damian Roqueiro and Diego Saldana Miranda and Konstantinos Sechidis and Guilherme Gra{\c{c}}a}, title = {Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual Event, September 13-17, 2021, Proceedings, Part {I}}, series = {Communications in Computer and Information Science}, volume = {1524}, publisher = {Springer}, year = {2021}, url = {https://doi.org/10.1007/978-3-030-93736-2}, doi = {10.1007/978-3-030-93736-2}, isbn = {978-3-030-93735-5}, timestamp = {Sat, 12 Mar 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/2021-w1.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/pkdd/2021-w2, editor = {Michael Kamp and Irena Koprinska and Adrien Bibal and Tassadit Bouadi and Beno{\^{\i}}t Fr{\'{e}}nay and Luis Gal{\'{a}}rraga and Jos{\'{e}} Oramas and Linara Adilova and Yamuna Krishnamurthy and Bo Kang and Christine Largeron and Jefrey Lijffijt and Tiphaine Viard and Pascal Welke and Massimiliano Ruocco and Erlend Aune and Claudio Gallicchio and Gregor Schiele and Franz Pernkopf and Michaela Blott and Holger Fr{\"{o}}ning and G{\"{u}}nther Schindler and Riccardo Guidotti and Anna Monreale and Salvatore Rinzivillo and Przemyslaw Biecek and Eirini Ntoutsi and Mykola Pechenizkiy and Bodo Rosenhahn and Christopher L. Buckley and Daniela Cialfi and Pablo Lanillos and Maxwell Ramstead and Tim Verbelen and Pedro M. Ferreira and Giuseppina Andresini and Donato Malerba and Ib{\'{e}}ria Medeiros and Philippe Fournier{-}Viger and M. Saqib Nawaz and Sebasti{\'{a}}n Ventura and Meng Sun and Min Zhou and Valerio Bitetta and Ilaria Bordino and Andrea Ferretti and Francesco Gullo and Giovanni Ponti and Lorenzo Severini and Rita P. Ribeiro and Jo{\~{a}}o Gama and Ricard Gavald{\`{a}} and Lee A. D. Cooper and Naghmeh Ghazaleh and Jonas Richiardi and Damian Roqueiro and Diego Saldana Miranda and Konstantinos Sechidis and Guilherme Gra{\c{c}}a}, title = {Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual Event, September 13-17, 2021, Proceedings, Part {II}}, series = {Communications in Computer and Information Science}, volume = {1525}, publisher = {Springer}, year = {2021}, url = {https://doi.org/10.1007/978-3-030-93733-1}, doi = {10.1007/978-3-030-93733-1}, isbn = {978-3-030-93732-4}, timestamp = {Sat, 12 Mar 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/2021-w2.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2102-07623, author = {Xiaoxiao Li and Meirui Jiang and Xiaofei Zhang and Michael Kamp and Qi Dou}, title = {FedBN: Federated Learning on Non-IID Features via Local Batch Normalization}, journal = {CoRR}, volume = {abs/2102.07623}, year = {2021}, url = {https://arxiv.org/abs/2102.07623}, eprinttype = {arXiv}, eprint = {2102.07623}, timestamp = {Tue, 13 Dec 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2102-07623.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2103-03943, author = {Linara Adilova and Siming Chen and Michael Kamp}, title = {Novelty Detection in Sequential Data by Informed Clustering and Modeling}, journal = {CoRR}, volume = {abs/2103.03943}, year = {2021}, url = {https://arxiv.org/abs/2103.03943}, eprinttype = {arXiv}, eprint = {2103.03943}, timestamp = {Mon, 15 Mar 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2103-03943.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2110-03469, author = {Michael Kamp and Jonas Fischer and Jilles Vreeken}, title = {Federated Learning from Small Datasets}, journal = {CoRR}, volume = {abs/2110.03469}, year = {2021}, url = {https://arxiv.org/abs/2110.03469}, eprinttype = {arXiv}, eprint = {2110.03469}, timestamp = {Thu, 21 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2110-03469.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2110-09974, author = {Meirui Jiang and Xiaofei Zhang and Michael Kamp and Xiaoxiao Li and Qi Dou}, title = {TsmoBN: Interventional Generalization for Unseen Clients in Federated Learning}, journal = {CoRR}, volume = {abs/2110.09974}, year = {2021}, url = {https://arxiv.org/abs/2110.09974}, eprinttype = {arXiv}, eprint = {2110.09974}, timestamp = {Tue, 13 Dec 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2110-09974.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/dsn/MedeirosGKF20, author = {Ib{\'{e}}ria Medeiros and Ilir Gashi and Michael Kamp and Pedro Ferreira}, title = {Second International Workshop on Data-Centric Dependability and Security {(DCDS)}}, booktitle = {50th Annual {IEEE/IFIP} International Conference on Dependable Systems and Networks Workshops, {DSN} Workshops 2020, Valencia, Spain, June 29 - July 2, 2020}, pages = {xi}, publisher = {{IEEE}}, year = {2020}, url = {https://doi.org/10.1109/DSN-W50199.2020.00007}, doi = {10.1109/DSN-W50199.2020.00007}, timestamp = {Tue, 19 Apr 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/dsn/MedeirosGKF20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/kdd/WelkeSKW20, author = {Pascal Welke and Florian Seiffarth and Michael Kamp and Stefan Wrobel}, editor = {Rajesh Gupta and Yan Liu and Jiliang Tang and B. Aditya Prakash}, title = {{HOPS:} Probabilistic Subtree Mining for Small and Large Graphs}, booktitle = {{KDD} '20: The 26th {ACM} {SIGKDD} Conference on Knowledge Discovery and Data Mining, Virtual Event, CA, USA, August 23-27, 2020}, pages = {1275--1284}, publisher = {{ACM}}, year = {2020}, url = {https://doi.org/10.1145/3394486.3403180}, doi = {10.1145/3394486.3403180}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/kdd/WelkeSKW20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/HeppeKAHPM20, author = {Lukas Heppe and Michael Kamp and Linara Adilova and Danny Heinrich and Nico Piatkowski and Katharina Morik}, editor = {Irena Koprinska and Michael Kamp and Annalisa Appice and Corrado Loglisci and Luiza Antonie and Albrecht Zimmermann and Riccardo Guidotti and {\"{O}}zlem {\"{O}}zg{\"{o}}bek and Rita P. Ribeiro and Ricard Gavald{\`{a}} and Jo{\~{a}}o Gama and Linara Adilova and Yamuna Krishnamurthy and Pedro M. Ferreira and Donato Malerba and Ib{\'{e}}ria Medeiros and Michelangelo Ceci and Giuseppe Manco and Elio Masciari and Zbigniew W. Ras and Peter Christen and Eirini Ntoutsi and Erich Schubert and Arthur Zimek and Anna Monreale and Przemyslaw Biecek and Salvatore Rinzivillo and Benjamin Kille and Andreas Lommatzsch and Jon Atle Gulla}, title = {Resource-Constrained On-Device Learning by Dynamic Averaging}, booktitle = {{ECML} {PKDD} 2020 Workshops - Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases {(ECML} {PKDD} 2020): SoGood 2020, {PDFL} 2020, {MLCS} 2020, {NFMCP} 2020, {DINA} 2020, {EDML} 2020, {XKDD} 2020 and {INRA} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings}, series = {Communications in Computer and Information Science}, volume = {1323}, pages = {129--144}, publisher = {Springer}, year = {2020}, url = {https://doi.org/10.1007/978-3-030-65965-3\_9}, doi = {10.1007/978-3-030-65965-3\_9}, timestamp = {Thu, 23 Jun 2022 19:56:56 +0200}, biburl = {https://dblp.org/rec/conf/pkdd/HeppeKAHPM20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/pkdd/2020-w, editor = {Irena Koprinska and Michael Kamp and Annalisa Appice and Corrado Loglisci and Luiza Antonie and Albrecht Zimmermann and Riccardo Guidotti and {\"{O}}zlem {\"{O}}zg{\"{o}}bek and Rita P. Ribeiro and Ricard Gavald{\`{a}} and Jo{\~{a}}o Gama and Linara Adilova and Yamuna Krishnamurthy and Pedro M. Ferreira and Donato Malerba and Ib{\'{e}}ria Medeiros and Michelangelo Ceci and Giuseppe Manco and Elio Masciari and Zbigniew W. Ras and Peter Christen and Eirini Ntoutsi and Erich Schubert and Arthur Zimek and Anna Monreale and Przemyslaw Biecek and Salvatore Rinzivillo and Benjamin Kille and Andreas Lommatzsch and Jon Atle Gulla}, title = {{ECML} {PKDD} 2020 Workshops - Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases {(ECML} {PKDD} 2020): SoGood 2020, {PDFL} 2020, {MLCS} 2020, {NFMCP} 2020, {DINA} 2020, {EDML} 2020, {XKDD} 2020 and {INRA} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings}, series = {Communications in Computer and Information Science}, volume = {1323}, publisher = {Springer}, year = {2020}, url = {https://doi.org/10.1007/978-3-030-65965-3}, doi = {10.1007/978-3-030-65965-3}, isbn = {978-3-030-65964-6}, timestamp = {Thu, 23 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/pkdd/2020-w.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2001-00939, author = {Henning Petzka and Linara Adilova and Michael Kamp and Cristian Sminchisescu}, title = {Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks}, journal = {CoRR}, volume = {abs/2001.00939}, year = {2020}, url = {http://arxiv.org/abs/2001.00939}, eprinttype = {arXiv}, eprint = {2001.00939}, timestamp = {Fri, 10 Jan 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2001-00939.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2009-12098, author = {Lukas Heppe and Michael Kamp and Linara Adilova and Danny Heinrich and Nico Piatkowski and Katharina Morik}, title = {Resource-Constrained On-Device Learning by Dynamic Averaging}, journal = {CoRR}, volume = {abs/2009.12098}, year = {2020}, url = {https://arxiv.org/abs/2009.12098}, eprinttype = {arXiv}, eprint = {2009.12098}, timestamp = {Wed, 30 Sep 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2009-12098.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@phdthesis{DBLP:phd/dnb/Kamp19, author = {Michael Kamp}, title = {Black-Box Parallelization for Machine Learning}, school = {University of Bonn, Germany}, year = {2019}, url = {http://hss.ulb.uni-bonn.de/2019/5599/5599.htm}, urn = {urn:nbn:de:hbz:5n-55996}, doi = {10.26180/5F3DE30A43376}, timestamp = {Mon, 27 Feb 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/phd/dnb/Kamp19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/dsn/AdilovaNCTK19, author = {Linara Adilova and Livin Natious and Siming Chen and Olivier Thonnard and Michael Kamp}, title = {System Misuse Detection Via Informed Behavior Clustering and Modeling}, booktitle = {49th Annual {IEEE/IFIP} International Conference on Dependable Systems and Networks Workshops, {DSN} Workshops 2019, Portland, OR, USA, June 24-27, 2019}, pages = {15--23}, publisher = {{IEEE}}, year = {2019}, url = {https://doi.org/10.1109/DSN-W.2019.00011}, doi = {10.1109/DSN-W.2019.00011}, timestamp = {Tue, 01 Dec 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/dsn/AdilovaNCTK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/pkdd/2018iotstreaming, editor = {Anna Monreale and Carlos Alzate and Michael Kamp and Yamuna Krishnamurthy and Daniel Paurat and Moamar {Sayed Mouchaweh} and Albert Bifet and Jo{\~{a}}o Gama and Rita P. Ribeiro}, title = {{ECML} {PKDD} 2018 Workshops - {DMLE} 2018 and IoTStream 2018, Dublin, Ireland, September 10-14, 2018, Revised Selected Papers}, series = {Communications in Computer and Information Science}, volume = {967}, publisher = {Springer}, year = {2019}, url = {https://doi.org/10.1007/978-3-030-14880-5}, doi = {10.1007/978-3-030-14880-5}, isbn = {978-3-030-14879-9}, timestamp = {Mon, 30 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/2018iotstreaming.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1907-00874, author = {Linara Adilova and Livin Natious and Siming Chen and Olivier Thonnard and Michael Kamp}, title = {System Misuse Detection via Informed Behavior Clustering and Modeling}, journal = {CoRR}, volume = {abs/1907.00874}, year = {2019}, url = {http://arxiv.org/abs/1907.00874}, eprinttype = {arXiv}, eprint = {1907.00874}, timestamp = {Tue, 01 Dec 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1907-00874.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1911-07652, author = {Linara Adilova and Julia Rosenzweig and Michael Kamp}, title = {Information-Theoretic Perspective of Federated Learning}, journal = {CoRR}, volume = {abs/1911.07652}, year = {2019}, url = {http://arxiv.org/abs/1911.07652}, eprinttype = {arXiv}, eprint = {1911.07652}, timestamp = {Mon, 02 Dec 2019 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1911-07652.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1911-12896, author = {Michael Kamp and Mario Boley and Michael Mock and Daniel Keren and Assaf Schuster and Izchak Sharfman}, title = {Adaptive Communication Bounds for Distributed Online Learning}, journal = {CoRR}, volume = {abs/1911.12896}, year = {2019}, url = {http://arxiv.org/abs/1911.12896}, eprinttype = {arXiv}, eprint = {1911.12896}, timestamp = {Wed, 08 Jan 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1911-12896.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1911-12899, author = {Michael Kamp and Sebastian Bothe and Mario Boley and Michael Mock}, title = {Communication-Efficient Distributed Online Learning with Kernels}, journal = {CoRR}, volume = {abs/1911.12899}, year = {2019}, url = {http://arxiv.org/abs/1911.12899}, eprinttype = {arXiv}, eprint = {1911.12899}, timestamp = {Wed, 08 Jan 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1911-12899.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1912-00058, author = {Henning Petzka and Linara Adilova and Michael Kamp and Cristian Sminchisescu}, title = {A Reparameterization-Invariant Flatness Measure for Deep Neural Networks}, journal = {CoRR}, volume = {abs/1912.00058}, year = {2019}, url = {http://arxiv.org/abs/1912.00058}, eprinttype = {arXiv}, eprint = {1912.00058}, timestamp = {Thu, 02 Jan 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1912-00058.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/KampASHSWW18, author = {Michael Kamp and Linara Adilova and Joachim Sicking and Fabian H{\"{u}}ger and Peter Schlicht and Tim Wirtz and Stefan Wrobel}, editor = {Michele Berlingerio and Francesco Bonchi and Thomas G{\"{a}}rtner and Neil Hurley and Georgiana Ifrim}, title = {Efficient Decentralized Deep Learning by Dynamic Model Averaging}, booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings, Part {I}}, series = {Lecture Notes in Computer Science}, volume = {11051}, pages = {393--409}, publisher = {Springer}, year = {2018}, url = {https://doi.org/10.1007/978-3-030-10925-7\_24}, doi = {10.1007/978-3-030-10925-7\_24}, timestamp = {Fri, 27 Mar 2020 08:53:11 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/KampASHSWW18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1807-03210, author = {Michael Kamp and Linara Adilova and Joachim Sicking and Fabian H{\"{u}}ger and Peter Schlicht and Tim Wirtz and Stefan Wrobel}, title = {Efficient Decentralized Deep Learning by Dynamic Model Averaging}, journal = {CoRR}, volume = {abs/1807.03210}, year = {2018}, url = {http://arxiv.org/abs/1807.03210}, eprinttype = {arXiv}, eprint = {1807.03210}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1807-03210.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1810-03530, author = {Michael Kamp and Mario Boley and Olana Missura and Thomas G{\"{a}}rtner}, title = {Effective Parallelisation for Machine Learning}, journal = {CoRR}, volume = {abs/1810.03530}, year = {2018}, url = {http://arxiv.org/abs/1810.03530}, eprinttype = {arXiv}, eprint = {1810.03530}, timestamp = {Thu, 05 Dec 2019 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1810-03530.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1812-00058, author = {Sven Giesselbach and Katrin Ullrich and Michael Kamp and Daniel Paurat and Thomas G{\"{a}}rtner}, title = {Corresponding Projections for Orphan Screening}, journal = {CoRR}, volume = {abs/1812.00058}, year = {2018}, url = {http://arxiv.org/abs/1812.00058}, eprinttype = {arXiv}, eprint = {1812.00058}, timestamp = {Thu, 05 Dec 2019 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1812-00058.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jss/FlourisGDGKM17, author = {Ioannis Flouris and Nikos Giatrakos and Antonios Deligiannakis and Minos N. Garofalakis and Michael Kamp and Michael Mock}, title = {Issues in complex event processing: Status and prospects in the Big Data era}, journal = {J. Syst. Softw.}, volume = {127}, pages = {217--236}, year = {2017}, url = {https://doi.org/10.1016/j.jss.2016.06.011}, doi = {10.1016/J.JSS.2016.06.011}, timestamp = {Sun, 22 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jss/FlourisGDGKM17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/KampBMG17, author = {Michael Kamp and Mario Boley and Olana Missura and Thomas G{\"{a}}rtner}, editor = {Isabelle Guyon and Ulrike von Luxburg and Samy Bengio and Hanna M. Wallach and Rob Fergus and S. V. N. Vishwanathan and Roman Garnett}, title = {Effective Parallelisation for Machine Learning}, booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, December 4-9, 2017, Long Beach, CA, {USA}}, pages = {6477--6488}, year = {2017}, url = {https://proceedings.neurips.cc/paper/2017/hash/38811c5285e34e2e3319ab7d9f2cfa5b-Abstract.html}, timestamp = {Thu, 21 Jan 2021 13:58:27 +0100}, biburl = {https://dblp.org/rec/conf/nips/KampBMG17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/UllrichKGVW17, author = {Katrin Ullrich and Michael Kamp and Thomas G{\"{a}}rtner and Martin Vogt and Stefan Wrobel}, editor = {Michelangelo Ceci and Jaakko Hollm{\'{e}}n and Ljupco Todorovski and Celine Vens and Saso Dzeroski}, title = {Co-Regularised Support Vector Regression}, booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2017, Skopje, Macedonia, September 18-22, 2017, Proceedings, Part {II}}, series = {Lecture Notes in Computer Science}, volume = {10535}, pages = {338--354}, publisher = {Springer}, year = {2017}, url = {https://doi.org/10.1007/978-3-319-71246-8\_21}, doi = {10.1007/978-3-319-71246-8\_21}, timestamp = {Mon, 30 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/UllrichKGVW17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icdm/UllrichKGVW16, author = {Katrin Ullrich and Michael Kamp and Thomas G{\"{a}}rtner and Martin Vogt and Stefan Wrobel}, editor = {Carlotta Domeniconi and Francesco Gullo and Francesco Bonchi and Josep Domingo{-}Ferrer and Ricardo Baeza{-}Yates and Zhi{-}Hua Zhou and Xindong Wu}, title = {Ligand-Based Virtual Screening with Co-regularised Support Vector Regression}, booktitle = {{IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops 2016, December 12-15, 2016, Barcelona, Spain}, pages = {261--268}, publisher = {{IEEE} Computer Society}, year = {2016}, url = {https://doi.org/10.1109/ICDMW.2016.0044}, doi = {10.1109/ICDMW.2016.0044}, timestamp = {Fri, 24 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icdm/UllrichKGVW16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/KampBBM16, author = {Michael Kamp and Sebastian Bothe and Mario Boley and Michael Mock}, editor = {Paolo Frasconi and Niels Landwehr and Giuseppe Manco and Jilles Vreeken}, title = {Communication-Efficient Distributed Online Learning with Kernels}, booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2016, Riva del Garda, Italy, September 19-23, 2016, Proceedings, Part {II}}, series = {Lecture Notes in Computer Science}, volume = {9852}, pages = {805--819}, publisher = {Springer}, year = {2016}, url = {https://doi.org/10.1007/978-3-319-46227-1\_50}, doi = {10.1007/978-3-319-46227-1\_50}, timestamp = {Fri, 27 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/KampBBM16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/KampBKSS14, author = {Michael Kamp and Mario Boley and Daniel Keren and Assaf Schuster and Izchak Sharfman}, editor = {Toon Calders and Floriana Esposito and Eyke H{\"{u}}llermeier and Rosa Meo}, title = {Communication-Efficient Distributed Online Prediction by Dynamic Model Synchronization}, booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2014, Nancy, France, September 15-19, 2014. Proceedings, Part {I}}, series = {Lecture Notes in Computer Science}, volume = {8724}, pages = {623--639}, publisher = {Springer}, year = {2014}, url = {https://doi.org/10.1007/978-3-662-44848-9\_40}, doi = {10.1007/978-3-662-44848-9\_40}, timestamp = {Fri, 27 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/KampBKSS14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/sdm/KampBG14, author = {Michael Kamp and Mario Boley and Thomas G{\"{a}}rtner}, editor = {Mohammed Javeed Zaki and Zoran Obradovic and Pang{-}Ning Tan and Arindam Banerjee and Chandrika Kamath and Srinivasan Parthasarathy}, title = {Beating Human Analysts in Nowcasting Corporate Earnings by using Publicly Available Stock Price and Correlation Features}, booktitle = {Proceedings of the 2014 {SIAM} International Conference on Data Mining, Philadelphia, Pennsylvania, USA, April 24-26, 2014}, pages = {641--649}, publisher = {{SIAM}}, year = {2014}, url = {https://doi.org/10.1137/1.9781611973440.74}, doi = {10.1137/1.9781611973440.74}, timestamp = {Fri, 06 Oct 2023 11:45:43 +0200}, biburl = {https://dblp.org/rec/conf/sdm/KampBG14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icdm/KampBG13, author = {Michael Kamp and Mario Boley and Thomas G{\"{a}}rtner}, editor = {Wei Ding and Takashi Washio and Hui Xiong and George Karypis and Bhavani Thuraisingham and Diane J. Cook and Xindong Wu}, title = {Beating Human Analysts in Nowcasting Corporate Earnings by Using Publicly Available Stock Price and Correlation Features}, booktitle = {13th {IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops, TX, USA, December 7-10, 2013}, pages = {384--390}, publisher = {{IEEE} Computer Society}, year = {2013}, url = {https://doi.org/10.1109/ICDMW.2013.115}, doi = {10.1109/ICDMW.2013.115}, timestamp = {Fri, 24 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icdm/KampBG13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/pkdd/KampKMBM13, author = {Michael Kamp and Christine Kopp and Michael Mock and Mario Boley and Michael May}, editor = {Hendrik Blockeel and Kristian Kersting and Siegfried Nijssen and Filip Zelezn{\'{y}}}, title = {Privacy-Preserving Mobility Monitoring Using Sketches of Stationary Sensor Readings}, booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part {III}}, series = {Lecture Notes in Computer Science}, volume = {8190}, pages = {370--386}, publisher = {Springer}, year = {2013}, url = {https://doi.org/10.1007/978-3-642-40994-3\_24}, doi = {10.1007/978-3-642-40994-3\_24}, timestamp = {Tue, 21 Mar 2023 21:00:11 +0100}, biburl = {https://dblp.org/rec/conf/pkdd/KampKMBM13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/vldb/BoleyKKSS13, author = {Mario Boley and Michael Kamp and Daniel Keren and Assaf Schuster and Izchak Sharfman}, editor = {Graham Cormode and Ke Yi and Antonios Deligiannakis and Minos N. Garofalakis}, title = {Communication-Efficient Distributed Online Prediction using Dynamic Model Synchronizations}, booktitle = {Proceedings of the First International Workshop on Big Dynamic Distributed Data, Riva del Garda, Italy, August 30, 2013}, series = {{CEUR} Workshop Proceedings}, volume = {1018}, pages = {13--18}, publisher = {CEUR-WS.org}, year = {2013}, url = {https://ceur-ws.org/Vol-1018/paper6.pdf}, timestamp = {Fri, 10 Mar 2023 16:22:19 +0100}, biburl = {https://dblp.org/rec/conf/vldb/BoleyKKSS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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