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ORCIDBibTeX records: Joaquin Vanschoren
@article{DBLP:journals/jair/WeertsPFEBAVPBH24,
author = {Hilde J. P. Weerts and
Florian Pfisterer and
Matthias Feurer and
Katharina Eggensperger and
Edward Bergman and
Noor H. Awad and
Joaquin Vanschoren and
Mykola Pechenizkiy and
Bernd Bischl and
Frank Hutter},
title = {Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware
AutoML},
journal = {J. Artif. Intell. Res.},
volume = {79},
pages = {639--677},
year = {2024},
url = {https://doi.org/10.1613/jair.1.14747},
doi = {10.1613/JAIR.1.14747},
timestamp = {Mon, 01 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jair/WeertsPFEBAVPBH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-03038,
author = {Branislav Pecher and
Ivan Srba and
M{\'{a}}ria Bielikov{\'{a}} and
Joaquin Vanschoren},
title = {Automatic Combination of Sample Selection Strategies for Few-Shot
Learning},
journal = {CoRR},
volume = {abs/2402.03038},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.03038},
doi = {10.48550/ARXIV.2402.03038},
eprinttype = {arXiv},
eprint = {2402.03038},
timestamp = {Mon, 12 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-03038.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-14684,
author = {Murat Onur Yildirim and
Elif Ceren Gok Yildirim and
Decebal Constantin Mocanu and
Joaquin Vanschoren},
title = {{FOCIL:} Finetune-and-Freeze for Online Class Incremental Learning
by Training Randomly Pruned Sparse Experts},
journal = {CoRR},
volume = {abs/2403.14684},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.14684},
doi = {10.48550/ARXIV.2403.14684},
eprinttype = {arXiv},
eprint = {2403.14684},
timestamp = {Tue, 09 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-14684.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-19546,
author = {Mubashara Akhtar and
Omar Benjelloun and
Costanza Conforti and
Joan Giner{-}Miguelez and
Nitisha Jain and
Michael Kuchnik and
Quentin Lhoest and
Pierre Marcenac and
Manil Maskey and
Peter Mattson and
Luis Oala and
Pierre Ruyssen and
Rajat Shinde and
Elena Simperl and
Goeffry Thomas and
Slava Tykhonov and
Joaquin Vanschoren and
Steffen Vogler and
Carole{-}Jean Wu},
title = {Croissant: {A} Metadata Format for ML-Ready Datasets},
journal = {CoRR},
volume = {abs/2403.19546},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.19546},
doi = {10.48550/ARXIV.2403.19546},
eprinttype = {arXiv},
eprint = {2403.19546},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-19546.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/CelikSV23,
author = {Bilge Celik and
Prabhant Singh and
Joaquin Vanschoren},
title = {Online AutoML: an adaptive AutoML framework for online learning},
journal = {Mach. Learn.},
volume = {112},
number = {6},
pages = {1897--1921},
year = {2023},
url = {https://doi.org/10.1007/s10994-022-06262-0},
doi = {10.1007/S10994-022-06262-0},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/CelikSV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/JuradoLMFSPJRUSRKVB23,
author = {Israel Campero Jurado and
Ilde Lorato and
John F. Morales and
Lonneke Fruytier and
Shavini Stuart and
Pradeep Panditha and
Daan M. Janssen and
Nicol{\`{o}} Rossetti and
Natallia Uzunbajakava and
Irina Bianca Serban and
Lars Rikken and
Margreet de Kok and
Joaquin Vanschoren and
Aarnout Brombacher},
title = {Signal Quality Analysis for Long-Term {ECG} Monitoring Using a Health
Patch in Cardiac Patients},
journal = {Sensors},
volume = {23},
number = {4},
pages = {2130},
year = {2023},
url = {https://doi.org/10.3390/s23042130},
doi = {10.3390/S23042130},
timestamp = {Tue, 28 Mar 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sensors/JuradoLMFSPJRUSRKVB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/automl/KerssiesV23,
author = {Tommie Kerssies and
Joaquin Vanschoren},
editor = {Aleksandra Faust and
Roman Garnett and
Colin White and
Frank Hutter and
Jacob R. Gardner},
title = {Neural Architecture Search for Visual Anomaly Segmentation},
booktitle = {International Conference on Automated Machine Learning, 12-15 November
2023, Hasso Plattner Institute, Potsdam, Germany},
series = {Proceedings of Machine Learning Research},
volume = {224},
pages = {20/1--14},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v224/kerssies23a.html},
timestamp = {Wed, 10 Apr 2024 18:16:37 +0200},
biburl = {https://dblp.org/rec/conf/automl/KerssiesV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bmvc/ZhouKV23,
author = {Fangqin Zhou and
Mert Kilickaya and
Joaquin Vanschoren},
title = {Locality-Aware Hyperspectral Classification},
booktitle = {34th British Machine Vision Conference 2023, {BMVC} 2023, Aberdeen,
UK, November 20-24, 2023},
pages = {22--24},
publisher = {{BMVA} Press},
year = {2023},
url = {http://proceedings.bmvc2023.org/22/},
timestamp = {Mon, 11 Mar 2024 15:42:29 +0100},
biburl = {https://dblp.org/rec/conf/bmvc/ZhouKV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/KilickayaV23,
author = {Mert Kilickaya and
Joaquin Vanschoren},
title = {Are Labels Needed for Incremental Instance Learning?},
booktitle = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2023 - Workshops, Vancouver, BC, Canada, June 17-24, 2023},
pages = {2401--2409},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/CVPRW59228.2023.00238},
doi = {10.1109/CVPRW59228.2023.00238},
timestamp = {Wed, 23 Aug 2023 16:23:26 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/KilickayaV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/SinghV23,
author = {Prabhant Singh and
Joaquin Vanschoren},
title = {AutoML for Outlier Detection with Optimal Transport Distances},
booktitle = {Proceedings of the Thirty-Second International Joint Conference on
Artificial Intelligence, {IJCAI} 2023, 19th-25th August 2023, Macao,
SAR, China},
pages = {7175--7178},
publisher = {ijcai.org},
year = {2023},
url = {https://doi.org/10.24963/ijcai.2023/843},
doi = {10.24963/IJCAI.2023/843},
timestamp = {Mon, 28 Aug 2023 17:23:07 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/SinghV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ivs/BootCSV23,
author = {Thomas Boot and
Nicolas Cazin and
Willem P. Sanberg and
Joaquin Vanschoren},
title = {Efficient-DASH: Automated Radar Neural Network Design Across Tasks
and Datasets},
booktitle = {{IEEE} Intelligent Vehicles Symposium, {IV} 2023, Anchorage, AK, USA,
June 4-7, 2023},
pages = {1--7},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/IV55152.2023.10186807},
doi = {10.1109/IV55152.2023.10186807},
timestamp = {Tue, 08 Aug 2023 10:24:13 +0200},
biburl = {https://dblp.org/rec/conf/ivs/BootCSV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MazumderBYKRDDH23,
author = {Mark Mazumder and
Colby R. Banbury and
Xiaozhe Yao and
Bojan Karlas and
William Gaviria Rojas and
Sudnya Frederick Diamos and
Greg Diamos and
Lynn He and
Alicia Parrish and
Hannah Rose Kirk and
Jessica Quaye and
Charvi Rastogi and
Douwe Kiela and
David Jurado and
David Kanter and
Rafael Mosquera and
Will Cukierski and
Juan Ciro and
Lora Aroyo and
Bilge Acun and
Lingjiao Chen and
Mehul Raje and
Max Bartolo and
Evan Sabri Eyuboglu and
Amirata Ghorbani and
Emmett D. Goodman and
Addison Howard and
Oana Inel and
Tariq Kane and
Christine R. Kirkpatrick and
D. Sculley and
Tzu{-}Sheng Kuo and
Jonas W. Mueller and
Tristan Thrush and
Joaquin Vanschoren and
Margaret Warren and
Adina Williams and
Serena Yeung and
Newsha Ardalani and
Praveen K. Paritosh and
Ce Zhang and
James Y. Zou and
Carole{-}Jean Wu and
Cody Coleman and
Andrew Y. Ng and
Peter Mattson and
Vijay Janapa Reddi},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {DataPerf: Benchmarks for Data-Centric {AI} Development},
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/112db88215e25b3ae2750e9eefcded94-Abstract-Datasets\_and\_Benchmarks.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/MazumderBYKRDDH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/smc/JuradoV23,
author = {Israel Campero Jurado and
Joaquin Vanschoren},
title = {An Analysis of Evolutionary Migration Models for Multi-Objective,
Multi-Fidelity Automl},
booktitle = {{IEEE} International Conference on Systems, Man, and Cybernetics,
{SMC} 2023, Honolulu, Oahu, HI, USA, October 1-4, 2023},
pages = {2940--2945},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SMC53992.2023.10394059},
doi = {10.1109/SMC53992.2023.10394059},
timestamp = {Tue, 13 Feb 2024 09:22:04 +0100},
biburl = {https://dblp.org/rec/conf/smc/JuradoV23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-11417,
author = {Mert Kilickaya and
Joaquin Vanschoren},
title = {Are Labels Needed for Incremental Instance Learning?},
journal = {CoRR},
volume = {abs/2301.11417},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.11417},
doi = {10.48550/ARXIV.2301.11417},
eprinttype = {arXiv},
eprint = {2301.11417},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-11417.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-08909,
author = {Ihsan Ullah and
Dustin Carri{\'{o}}n{-}Ojeda and
Sergio Escalera and
Isabelle Guyon and
Mike Huisman and
Felix Mohr and
Jan N. van Rijn and
Haozhe Sun and
Joaquin Vanschoren and
Phan Anh Vu},
title = {Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification},
journal = {CoRR},
volume = {abs/2302.08909},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.08909},
doi = {10.48550/ARXIV.2302.08909},
eprinttype = {arXiv},
eprint = {2302.08909},
timestamp = {Thu, 23 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-08909.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-08485,
author = {Hilde J. P. Weerts and
Florian Pfisterer and
Matthias Feurer and
Katharina Eggensperger and
Edward Bergman and
Noor H. Awad and
Joaquin Vanschoren and
Mykola Pechenizkiy and
Bernd Bischl and
Frank Hutter},
title = {Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware
AutoML},
journal = {CoRR},
volume = {abs/2303.08485},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.08485},
doi = {10.48550/ARXIV.2303.08485},
eprinttype = {arXiv},
eprint = {2303.08485},
timestamp = {Mon, 20 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-08485.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-13113,
author = {Elif Ceren Gok Yildirim and
Murat Onur Yildirim and
Mert Kilickaya and
Joaquin Vanschoren},
title = {Adaptive Regularization for Class-Incremental Learning},
journal = {CoRR},
volume = {abs/2303.13113},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.13113},
doi = {10.48550/ARXIV.2303.13113},
eprinttype = {arXiv},
eprint = {2303.13113},
timestamp = {Thu, 13 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-13113.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-03565,
author = {Jiarong Pan and
Stefan Falkner and
Felix Berkenkamp and
Joaquin Vanschoren},
title = {{MALIBO:} Meta-learning for Likelihood-free Bayesian Optimization},
journal = {CoRR},
volume = {abs/2307.03565},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.03565},
doi = {10.48550/ARXIV.2307.03565},
eprinttype = {arXiv},
eprint = {2307.03565},
timestamp = {Mon, 10 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-03565.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-04722,
author = {Anna Vettoruzzo and
Mohamed{-}Rafik Bouguelia and
Joaquin Vanschoren and
Thorsteinn S. R{\"{o}}gnvaldsson and
KC Santosh},
title = {Advances and Challenges in Meta-Learning: {A} Technical Review},
journal = {CoRR},
volume = {abs/2307.04722},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.04722},
doi = {10.48550/ARXIV.2307.04722},
eprinttype = {arXiv},
eprint = {2307.04722},
timestamp = {Mon, 24 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-04722.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-14831,
author = {Murat Onur Yildirim and
Elif Ceren Gok Yildirim and
Ghada Sokar and
Decebal Constantin Mocanu and
Joaquin Vanschoren},
title = {Continual Learning with Dynamic Sparse Training: Exploring Algorithms
for Effective Model Updates},
journal = {CoRR},
volume = {abs/2308.14831},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.14831},
doi = {10.48550/ARXIV.2308.14831},
eprinttype = {arXiv},
eprint = {2308.14831},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-14831.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-01561,
author = {Fangqin Zhou and
Mert Kilickaya and
Joaquin Vanschoren},
title = {Locality-Aware Hyperspectral Classification},
journal = {CoRR},
volume = {abs/2309.01561},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.01561},
doi = {10.48550/ARXIV.2309.01561},
eprinttype = {arXiv},
eprint = {2309.01561},
timestamp = {Mon, 11 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-01561.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-11963,
author = {Mert Kilickaya and
Joaquin Vanschoren},
title = {What Can AutoML Do For Continual Learning?},
journal = {CoRR},
volume = {abs/2311.11963},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.11963},
doi = {10.48550/ARXIV.2311.11963},
eprinttype = {arXiv},
eprint = {2311.11963},
timestamp = {Thu, 23 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-11963.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-13028,
author = {Luis Oala and
Manil Maskey and
Lilith Bat{-}Leah and
Alicia Parrish and
Nezihe Merve G{\"{u}}rel and
Tzu{-}Sheng Kuo and
Yang Liu and
Rotem Dror and
Danilo Brajovic and
Xiaozhe Yao and
Max Bartolo and
William Gaviria Rojas and
Ryan Hileman and
Rainier Aliment and
Michael W. Mahoney and
Meg Risdal and
Matthew Lease and
Wojciech Samek and
Debojyoti Dutta and
Curtis G. Northcutt and
Cody Coleman and
Braden Hancock and
Bernard Koch and
Girmaw Abebe Tadesse and
Bojan Karlas and
Ahmed M. Alaa and
Adji Bousso Dieng and
Natasha F. Noy and
Vijay Janapa Reddi and
James Zou and
Praveen K. Paritosh and
Mihaela van der Schaar and
Kurt D. Bollacker and
Lora Aroyo and
Ce Zhang and
Joaquin Vanschoren and
Isabelle Guyon and
Peter Mattson},
title = {{DMLR:} Data-centric Machine Learning Research - Past, Present and
Future},
journal = {CoRR},
volume = {abs/2311.13028},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.13028},
doi = {10.48550/ARXIV.2311.13028},
eprinttype = {arXiv},
eprint = {2311.13028},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-13028.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/RivolliGSVC22,
author = {Adriano Rivolli and
Lu{\'{\i}}s Paulo F. Garcia and
Carlos Soares and
Joaquin Vanschoren and
Andr{\'{e}} C. P. L. F. de Carvalho},
title = {Meta-features for meta-learning},
journal = {Knowl. Based Syst.},
volume = {240},
pages = {108101},
year = {2022},
url = {https://doi.org/10.1016/j.knosys.2021.108101},
doi = {10.1016/J.KNOSYS.2021.108101},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/kbs/RivolliGSVC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/JuradoFVB22,
author = {Israel Campero{-}Jurado and
Andrejs Fedjajevs and
Joaquin Vanschoren and
Aarnout Brombacher},
title = {Interpretable Assessment of ST-Segment Deviation in {ECG} Time Series},
journal = {Sensors},
volume = {22},
number = {13},
pages = {4919},
year = {2022},
url = {https://doi.org/10.3390/s22134919},
doi = {10.3390/S22134919},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sensors/JuradoFVB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/LijffijtGHYPV22,
author = {Jefrey Lijffijt and
Dimitra Gkorou and
Pieter Van Hertum and
Alexander Ypma and
Mykola Pechenizkiy and
Joaquin Vanschoren},
title = {Introduction to the Special Section on {AI} in Manufacturing: Current
Trends and Challenges},
journal = {{SIGKDD} Explor.},
volume = {24},
number = {2},
pages = {81--85},
year = {2022},
url = {https://doi.org/10.1145/3575637.3575650},
doi = {10.1145/3575637.3575650},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigkdd/LijffijtGHYPV22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/umuai/ZhangVWLRI22,
author = {Chao Zhang and
Joaquin Vanschoren and
Arlette van Wissen and
Dani{\"{e}}l Lakens and
Boris E. R. de Ruyter and
Wijnand A. IJsselsteijn},
title = {Theory-based habit modeling for enhancing behavior prediction in behavior
change support systems},
journal = {User Model. User Adapt. Interact.},
volume = {32},
number = {3},
pages = {389--415},
year = {2022},
url = {https://doi.org/10.1007/s11257-022-09326-x},
doi = {10.1007/S11257-022-09326-X},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/umuai/ZhangVWLRI22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/FrankenSV22,
author = {Gideon Franken and
Prabhant Singh and
Joaquin Vanschoren},
editor = {Pavel Brazdil and
Jan N. van Rijn and
Henry Gouk and
Felix Mohr},
title = {Faster Performance Estimation for {NAS} with Embedding Proximity Score},
booktitle = {{ECML/PKDD} Workshop on Meta-Knowledge Transfer, 23 September 2022,
Grenoble, France},
series = {Proceedings of Machine Learning Research},
volume = {191},
pages = {51--61},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v191/franken22a.html},
timestamp = {Mon, 04 Sep 2023 17:13:09 +0200},
biburl = {https://dblp.org/rec/conf/ecml/FrankenSV22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/Campero-JuradoV22,
author = {Israel Campero{-}Jurado and
Joaquin Vanschoren},
editor = {Jonathan E. Fieldsend and
Markus Wagner},
title = {Multi-fidelity optimization method with asynchronous generalized island
model for AutoML},
booktitle = {{GECCO} '22: Genetic and Evolutionary Computation Conference, Companion
Volume, Boston, Massachusetts, USA, July 9 - 13, 2022},
pages = {220--223},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3520304.3528917},
doi = {10.1145/3520304.3528917},
timestamp = {Mon, 25 Jul 2022 17:04:27 +0200},
biburl = {https://dblp.org/rec/conf/gecco/Campero-JuradoV22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/UllahCEGHMRSVV22,
author = {Ihsan Ullah and
Dustin Carri{\'{o}}n{-}Ojeda and
Sergio Escalera and
Isabelle Guyon and
Mike Huisman and
Felix Mohr and
Jan N. van Rijn and
Haozhe Sun and
Joaquin Vanschoren and
Phan Anh Vu},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/1585da86b5a3c4fb15520a2b3682051f-Abstract-Datasets\_and\_Benchmarks.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/UllahCEGHMRSVV22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-05000,
author = {Reza Refaei Afshar and
Yingqian Zhang and
Joaquin Vanschoren and
Uzay Kaymak},
title = {Automated Reinforcement Learning: An Overview},
journal = {CoRR},
volume = {abs/2201.05000},
year = {2022},
url = {https://arxiv.org/abs/2201.05000},
eprinttype = {arXiv},
eprint = {2201.05000},
timestamp = {Wed, 26 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-05000.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-09750,
author = {Bilge Celik and
Prabhant Singh and
Joaquin Vanschoren},
title = {Online AutoML: An adaptive AutoML framework for online learning},
journal = {CoRR},
volume = {abs/2201.09750},
year = {2022},
url = {https://arxiv.org/abs/2201.09750},
eprinttype = {arXiv},
eprint = {2201.09750},
timestamp = {Tue, 01 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-09750.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-01890,
author = {Adrian El Baz and
Isabelle Guyon and
Zhengying Liu and
Jan N. van Rijn and
S{\'{e}}bastien Treguer and
Joaquin Vanschoren},
title = {Advances in MetaDL: {AAAI} 2021 challenge and workshop},
journal = {CoRR},
volume = {abs/2202.01890},
year = {2022},
url = {https://arxiv.org/abs/2202.01890},
eprinttype = {arXiv},
eprint = {2202.01890},
timestamp = {Wed, 09 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-01890.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-06355,
author = {Matej Grobelnik and
Joaquin Vanschoren},
title = {Warm-starting {DARTS} using meta-learning},
journal = {CoRR},
volume = {abs/2205.06355},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.06355},
doi = {10.48550/ARXIV.2205.06355},
eprinttype = {arXiv},
eprint = {2205.06355},
timestamp = {Tue, 17 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-06355.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-05972,
author = {G. G. H. Franken and
Prabhant Singh and
Joaquin Vanschoren},
title = {EmProx: Neural Network Performance Estimation For Neural Architecture
Search},
journal = {CoRR},
volume = {abs/2206.05972},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.05972},
doi = {10.48550/ARXIV.2206.05972},
eprinttype = {arXiv},
eprint = {2206.05972},
timestamp = {Mon, 20 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-05972.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-06796,
author = {Fangqin Zhou and
Joaquin Vanschoren},
title = {Open-Ended Learning Strategies for Learning Complex Locomotion Skills},
journal = {CoRR},
volume = {abs/2206.06796},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.06796},
doi = {10.48550/ARXIV.2206.06796},
eprinttype = {arXiv},
eprint = {2206.06796},
timestamp = {Tue, 21 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-06796.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-10062,
author = {Mark Mazumder and
Colby R. Banbury and
Xiaozhe Yao and
Bojan Karlas and
William Gaviria Rojas and
Sudnya Frederick Diamos and
Greg Diamos and
Lynn He and
Douwe Kiela and
David Jurado and
David Kanter and
Rafael Mosquera and
Juan Ciro and
Lora Aroyo and
Bilge Acun and
Sabri Eyuboglu and
Amirata Ghorbani and
Emmett D. Goodman and
Tariq Kane and
Christine R. Kirkpatrick and
Tzu{-}Sheng Kuo and
Jonas Mueller and
Tristan Thrush and
Joaquin Vanschoren and
Margaret Warren and
Adina Williams and
Serena Yeung and
Newsha Ardalani and
Praveen K. Paritosh and
Ce Zhang and
James Zou and
Carole{-}Jean Wu and
Cody Coleman and
Andrew Y. Ng and
Peter Mattson and
Vijay Janapa Reddi},
title = {DataPerf: Benchmarks for Data-Centric {AI} Development},
journal = {CoRR},
volume = {abs/2207.10062},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.10062},
doi = {10.48550/ARXIV.2207.10062},
eprinttype = {arXiv},
eprint = {2207.10062},
timestamp = {Fri, 09 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-10062.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-12560,
author = {Pieter Gijsbers and
Marcos L. P. Bueno and
Stefan Coors and
Erin LeDell and
S{\'{e}}bastien Poirier and
Janek Thomas and
Bernd Bischl and
Joaquin Vanschoren},
title = {{AMLB:} an AutoML Benchmark},
journal = {CoRR},
volume = {abs/2207.12560},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.12560},
doi = {10.48550/ARXIV.2207.12560},
eprinttype = {arXiv},
eprint = {2207.12560},
timestamp = {Mon, 01 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-12560.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-08767,
author = {Tommie Kerssies and
Joaquin Vanschoren and
Mert Kili{\c{c}}kaya},
title = {Evaluating Continual Test-Time Adaptation for Contextual and Semantic
Domain Shifts},
journal = {CoRR},
volume = {abs/2208.08767},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.08767},
doi = {10.48550/ARXIV.2208.08767},
eprinttype = {arXiv},
eprint = {2208.08767},
timestamp = {Mon, 22 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-08767.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-00372,
author = {Prabhant Singh and
Joaquin Vanschoren},
title = {Meta-Learning for Unsupervised Outlier Detection with Optimal Transport},
journal = {CoRR},
volume = {abs/2211.00372},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.00372},
doi = {10.48550/ARXIV.2211.00372},
eprinttype = {arXiv},
eprint = {2211.00372},
timestamp = {Fri, 04 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-00372.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-00376,
author = {Prabhant Singh and
Joaquin Vanschoren},
title = {Automated Imbalanced Learning},
journal = {CoRR},
volume = {abs/2211.00376},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.00376},
doi = {10.48550/ARXIV.2211.00376},
eprinttype = {arXiv},
eprint = {2211.00376},
timestamp = {Fri, 04 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-00376.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/FeurerRKGMRMVH21,
author = {Matthias Feurer and
Jan N. van Rijn and
Arlind Kadra and
Pieter Gijsbers and
Neeratyoy Mallik and
Sahithya Ravi and
Andreas M{\"{u}}ller and
Joaquin Vanschoren and
Frank Hutter},
title = {OpenML-Python: an extensible Python {API} for OpenML},
journal = {J. Mach. Learn. Res.},
volume = {22},
pages = {100:1--100:5},
year = {2021},
url = {http://jmlr.org/papers/v22/19-920.html},
timestamp = {Mon, 31 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/FeurerRKGMRMVH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/CelikV21,
author = {Bilge Celik and
Joaquin Vanschoren},
title = {Adaptation Strategies for Automated Machine Learning on Evolving Data},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {43},
number = {9},
pages = {3067--3078},
year = {2021},
url = {https://doi.org/10.1109/TPAMI.2021.3062900},
doi = {10.1109/TPAMI.2021.3062900},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/CelikV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/Vanschoren21,
author = {Joaquin Vanschoren},
title = {Towards Scalable Online Machine Learning Collaborations with OpenML},
journal = {Proc. {VLDB} Endow.},
volume = {14},
number = {13},
pages = {3418},
year = {2021},
url = {http://www.vldb.org/pvldb/vol14/p3418-vanschoren.pdf},
doi = {10.14778/3484224.3484239},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pvldb/Vanschoren21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/BazGLRTV21,
author = {Adrian El Baz and
Isabelle Guyon and
Zhengying Liu and
Jan N. van Rijn and
S{\'{e}}bastien Treguer and
Joaquin Vanschoren},
editor = {Isabelle Guyon and
Jan N. van Rijn and
S{\'{e}}bastien Treguer and
Joaquin Vanschoren},
title = {Advances in MetaDL: {AAAI} 2021 Challenge and Workshop},
booktitle = {{AAAI} Workshop on Meta-Learning and MetaDL Challenge, MetaDL@AAAI
2021, virtual, February 9, 2021},
series = {Proceedings of Machine Learning Research},
volume = {140},
pages = {1--16},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v140/el-baz21a.html},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/BazGLRTV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/GijsbersPRBV21,
author = {Pieter Gijsbers and
Florian Pfisterer and
Jan N. van Rijn and
Bernd Bischl and
Joaquin Vanschoren},
editor = {Krzysztof Krawiec},
title = {Meta-learning for symbolic hyperparameter defaults},
booktitle = {{GECCO} '21: Genetic and Evolutionary Computation Conference, Companion
Volume, Lille, France, July 10-14, 2021},
pages = {151--152},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3449726.3459532},
doi = {10.1145/3449726.3459532},
timestamp = {Thu, 15 Jul 2021 15:50:04 +0200},
biburl = {https://dblp.org/rec/conf/gecco/GijsbersPRBV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BischlCFGHLMRV21,
author = {Bernd Bischl and
Giuseppe Casalicchio and
Matthias Feurer and
Pieter Gijsbers and
Frank Hutter and
Michel Lang and
Rafael Gomes Mantovani and
Jan N. van Rijn and
Joaquin Vanschoren},
editor = {Joaquin Vanschoren and
Sai{-}Kit Yeung},
title = {OpenML Benchmarking Suites},
booktitle = {Proceedings of the Neural Information Processing Systems Track on
Datasets and Benchmarks 1, NeurIPS Datasets and Benchmarks 2021, December
2021, virtual},
year = {2021},
url = {https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/c7e1249ffc03eb9ded908c236bd1996d-Abstract-round2.html},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/BischlCFGHLMRV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CarrionOjedaAEFGDGGKLLMNPRSSUVVWY21,
author = {Dustin Carri{\'{o}}n{-}Ojeda and
Mahbubul Alam and
Sergio Escalera and
Ahmed K. Farahat and
Dipanjan Ghosh and
Maria Teresa Gonzalez Diaz and
Chetan Gupta and
Isabelle Guyon and
Jo{\"{e}}l Roman Ky and
Xian Yeow Lee and
Xin Liu and
Felix Mohr and
Manh Hung Nguyen and
Emmanuel Pintelas and
Stefan Roth and
Simone Schaub{-}Meyer and
Haozhe Sun and
Ihsan Ullah and
Joaquin Vanschoren and
Lasitha Vidyaratne and
Jiamin Wu and
Xiaotian Yin},
editor = {Marco Ciccone and
Gustavo Stolovitzky and
Jacob Albrecht},
title = {NeurIPS'22 Cross-Domain MetaDL Challenge: Results and lessons
learned},
booktitle = {NeurIPS 2022 Competition Track, November 28 - December 9, 2022, Online},
series = {Proceedings of Machine Learning Research},
volume = {220},
pages = {50--72},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v220/carrion-ojeda22a.html},
timestamp = {Sun, 17 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/CarrionOjedaAEFGDGGKLLMNPRSSUVVWY21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/aaai/2021metadl,
editor = {Isabelle Guyon and
Jan N. van Rijn and
S{\'{e}}bastien Treguer and
Joaquin Vanschoren},
title = {{AAAI} Workshop on Meta-Learning and MetaDL Challenge, MetaDL@AAAI
2021, virtual, February 9, 2021},
series = {Proceedings of Machine Learning Research},
volume = {140},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v140/},
timestamp = {Fri, 15 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/2021metadl.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/nips/2021db,
editor = {Joaquin Vanschoren and
Sai{-}Kit Yeung},
title = {Proceedings of the Neural Information Processing Systems Track on
Datasets and Benchmarks 1, NeurIPS Datasets and Benchmarks 2021, December
2021, virtual},
year = {2021},
url = {https://datasets-benchmarks-proceedings.neurips.cc/paper/2021},
timestamp = {Thu, 05 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/2021db.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-01637,
author = {Chao Zhang and
Joaquin Vanschoren and
Arlette van Wissen and
Dani{\"{e}}l Lakens and
Boris E. R. de Ruyter and
Wijnand A. IJsselsteijn},
title = {Theory-based Habit Modeling for Enhancing Behavior Prediction},
journal = {CoRR},
volume = {abs/2101.01637},
year = {2021},
url = {https://arxiv.org/abs/2101.01637},
eprinttype = {arXiv},
eprint = {2101.01637},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-01637.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-02289,
author = {Jeroen van Hoof and
Joaquin Vanschoren},
title = {Hyperboost: Hyperparameter Optimization by Gradient Boosting surrogate
models},
journal = {CoRR},
volume = {abs/2101.02289},
year = {2021},
url = {https://arxiv.org/abs/2101.02289},
eprinttype = {arXiv},
eprint = {2101.02289},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-02289.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-02147,
author = {Rishabh Goyal and
Joaquin Vanschoren and
Victor van Acht and
Stephan Nijssen},
title = {Fixed-point Quantization of Convolutional Neural Networks for Quantized
Inference on Embedded Platforms},
journal = {CoRR},
volume = {abs/2102.02147},
year = {2021},
url = {https://arxiv.org/abs/2102.02147},
eprinttype = {arXiv},
eprint = {2102.02147},
timestamp = {Tue, 09 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-02147.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-05767,
author = {Pieter Gijsbers and
Florian Pfisterer and
Jan N. van Rijn and
Bernd Bischl and
Joaquin Vanschoren},
title = {Meta-Learning for Symbolic Hyperparameter Defaults},
journal = {CoRR},
volume = {abs/2106.05767},
year = {2021},
url = {https://arxiv.org/abs/2106.05767},
eprinttype = {arXiv},
eprint = {2106.05767},
timestamp = {Wed, 16 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-05767.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-05940,
author = {Irma van den Brandt and
Floris Fok and
Bas Mulders and
Joaquin Vanschoren and
Veronika Cheplygina},
title = {Cats, not {CAT} scans: a study of dataset similarity in transfer learning
for 2D medical image classification},
journal = {CoRR},
volume = {abs/2107.05940},
year = {2021},
url = {https://arxiv.org/abs/2107.05940},
eprinttype = {arXiv},
eprint = {2107.05940},
timestamp = {Wed, 21 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-05940.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-01868,
author = {John W. van Lith and
Joaquin Vanschoren},
title = {From Strings to Data Science: a Practical Framework for Automated
String Handling},
journal = {CoRR},
volume = {abs/2111.01868},
year = {2021},
url = {https://arxiv.org/abs/2111.01868},
eprinttype = {arXiv},
eprint = {2111.01868},
timestamp = {Fri, 05 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-01868.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-03731,
author = {Mikhail Evchenko and
Joaquin Vanschoren and
Holger H. Hoos and
Marc Schoenauer and
Mich{\`{e}}le Sebag},
title = {Frugal Machine Learning},
journal = {CoRR},
volume = {abs/2111.03731},
year = {2021},
url = {https://arxiv.org/abs/2111.03731},
eprinttype = {arXiv},
eprint = {2111.03731},
timestamp = {Wed, 10 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-03731.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/SoldatovaV20,
author = {Larisa N. Soldatova and
Joaquin Vanschoren},
title = {Guest editors' introduction to the special issue on Discovery Science},
journal = {Mach. Learn.},
volume = {109},
number = {11},
pages = {1993--1995},
year = {2020},
url = {https://doi.org/10.1007/s10994-020-05922-3},
doi = {10.1007/S10994-020-05922-3},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/SoldatovaV20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/GijsbersV20,
author = {Pieter Gijsbers and
Joaquin Vanschoren},
editor = {Yuxiao Dong and
Georgiana Ifrim and
Dunja Mladenic and
Craig Saunders and
Sofie Van Hoecke},
title = {{GAMA:} {A} General Automated Machine Learning Assistant},
booktitle = {Machine Learning and Knowledge Discovery in Databases. Applied Data
Science and Demo Track - European Conference, {ECML} {PKDD} 2020,
Ghent, Belgium, September 14-18, 2020, Proceedings, Part {V}},
series = {Lecture Notes in Computer Science},
volume = {12461},
pages = {560--564},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-67670-4\_39},
doi = {10.1007/978-3-030-67670-4\_39},
timestamp = {Mon, 01 Mar 2021 11:15:30 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/GijsbersV20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-06480,
author = {Bilge Celik and
Joaquin Vanschoren},
title = {Adaptation Strategies for Automated Machine Learning on Evolving Data},
journal = {CoRR},
volume = {abs/2006.06480},
year = {2020},
url = {https://arxiv.org/abs/2006.06480},
eprinttype = {arXiv},
eprint = {2006.06480},
timestamp = {Sat, 13 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-06480.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-04911,
author = {Pieter Gijsbers and
Joaquin Vanschoren},
title = {{GAMA:} a General Automated Machine learning Assistant},
journal = {CoRR},
volume = {abs/2007.04911},
year = {2020},
url = {https://arxiv.org/abs/2007.04911},
eprinttype = {arXiv},
eprint = {2007.04911},
timestamp = {Mon, 20 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-04911.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-07588,
author = {Hilde J. P. Weerts and
Andreas C. Mueller and
Joaquin Vanschoren},
title = {Importance of Tuning Hyperparameters of Machine Learning Algorithms},
journal = {CoRR},
volume = {abs/2007.07588},
year = {2020},
url = {https://arxiv.org/abs/2007.07588},
eprinttype = {arXiv},
eprint = {2007.07588},
timestamp = {Tue, 21 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-07588.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-02024,
author = {Michael R. Heffels and
Joaquin Vanschoren},
title = {Aerial Imagery Pixel-level Segmentation},
journal = {CoRR},
volume = {abs/2012.02024},
year = {2020},
url = {https://arxiv.org/abs/2012.02024},
eprinttype = {arXiv},
eprint = {2012.02024},
timestamp = {Fri, 04 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-02024.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cstat/CasalicchioBLKK19,
author = {Giuseppe Casalicchio and
Jakob Bossek and
Michel Lang and
Dominik Kirchhoff and
Pascal Kerschke and
Benjamin Hofner and
Heidi Seibold and
Joaquin Vanschoren and
Bernd Bischl},
title = {OpenML: An {R} package to connect to the machine learning platform
OpenML},
journal = {Comput. Stat.},
volume = {34},
number = {3},
pages = {977--991},
year = {2019},
url = {https://doi.org/10.1007/s00180-017-0742-2},
doi = {10.1007/S00180-017-0742-2},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cstat/CasalicchioBLKK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/MantovaniRAVC19,
author = {Rafael Gomes Mantovani and
Andr{\'{e}} L. D. Rossi and
Edesio Alcoba{\c{c}}a and
Joaquin Vanschoren and
Andr{\'{e}} C. P. L. F. de Carvalho},
title = {A meta-learning recommender system for hyperparameter tuning: Predicting
when tuning improves {SVM} classifiers},
journal = {Inf. Sci.},
volume = {501},
pages = {193--221},
year = {2019},
url = {https://doi.org/10.1016/j.ins.2019.06.005},
doi = {10.1016/J.INS.2019.06.005},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/isci/MantovaniRAVC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcheminf/SadawiOVRBBGSK19,
author = {Noureddin Sadawi and
Iv{\'{a}}n Olier and
Joaquin Vanschoren and
Jan N. van Rijn and
Jeremy Besnard and
G. Richard J. Bickerton and
Crina Grosan and
Larisa N. Soldatova and
Ross D. King},
title = {Multi-task learning with a natural metric for quantitative structure
activity relationship learning},
journal = {J. Cheminformatics},
volume = {11},
number = {1},
pages = {68:1--68:13},
year = {2019},
url = {https://doi.org/10.1186/s13321-019-0392-1},
doi = {10.1186/S13321-019-0392-1},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcheminf/SadawiOVRBBGSK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/GijsbersV19,
author = {Pieter Gijsbers and
Joaquin Vanschoren},
title = {{GAMA:} Genetic Automated Machine learning Assistant},
journal = {J. Open Source Softw.},
volume = {4},
number = {33},
pages = {1132},
year = {2019},
url = {https://doi.org/10.21105/joss.01132},
doi = {10.21105/JOSS.01132},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jossw/GijsbersV19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/CastelijnsMV19,
author = {Laurens A. Castelijns and
Yuri Maas and
Joaquin Vanschoren},
editor = {Peggy Cellier and
Kurt Driessens},
title = {The {ABC} of Data: {A} Classifying Framework for Data Readiness},
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 = {3--16},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-43823-4\_1},
doi = {10.1007/978-3-030-43823-4\_1},
timestamp = {Tue, 31 Mar 2020 12:08:19 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/CastelijnsMV19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/GrootendorstV19,
author = {Maarten Grootendorst and
Joaquin Vanschoren},
editor = {Ulf Brefeld and
{\'{E}}lisa Fromont and
Andreas Hotho and
Arno J. Knobbe and
Marloes H. Maathuis and
C{\'{e}}line Robardet},
title = {Beyond Bag-of-Concepts: Vectors of Locally Aggregated Concepts},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September 16-20,
2019, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {11907},
pages = {681--696},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-46147-8\_41},
doi = {10.1007/978-3-030-46147-8\_41},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/GrootendorstV19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/19/Vanschoren19,
author = {Joaquin Vanschoren},
editor = {Frank Hutter and
Lars Kotthoff and
Joaquin Vanschoren},
title = {Meta-Learning},
booktitle = {Automated Machine Learning - Methods, Systems, Challenges},
series = {The Springer Series on Challenges in Machine Learning},
pages = {35--61},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-05318-5\_2},
doi = {10.1007/978-3-030-05318-5\_2},
timestamp = {Mon, 28 Aug 2023 21:17:00 +0200},
biburl = {https://dblp.org/rec/books/sp/19/Vanschoren19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/sp/HKV2019,
editor = {Frank Hutter and
Lars Kotthoff and
Joaquin Vanschoren},
title = {Automated Machine Learning - Methods, Systems, Challenges},
series = {The Springer Series on Challenges in Machine Learning},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-05318-5},
doi = {10.1007/978-3-030-05318-5},
isbn = {978-3-030-05317-8},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/sp/HKV2019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-03257,
author = {Alexander Ratner and
Dan Alistarh and
Gustavo Alonso and
David G. Andersen and
Peter Bailis and
Sarah Bird and
Nicholas Carlini and
Bryan Catanzaro and
Eric S. Chung and
Bill Dally and
Jeff Dean and
Inderjit S. Dhillon and
Alexandros G. Dimakis and
Pradeep Dubey and
Charles Elkan and
Grigori Fursin and
Gregory R. Ganger and
Lise Getoor and
Phillip B. Gibbons and
Garth A. Gibson and
Joseph E. Gonzalez and
Justin Gottschlich and
Song Han and
Kim M. Hazelwood and
Furong Huang and
Martin Jaggi and
Kevin G. Jamieson and
Michael I. Jordan and
Gauri Joshi and
Rania Khalaf and
Jason Knight and
Jakub Kone{\v{c}}n{\'y} and
Tim Kraska and
Arun Kumar and
Anastasios Kyrillidis and
Jing Li and
Samuel Madden and
H. Brendan McMahan and
Erik Meijer and
Ioannis Mitliagkas and
Rajat Monga and
Derek Gordon Murray and
Dimitris S. Papailiopoulos and
Gennady Pekhimenko and
Theodoros Rekatsinas and
Afshin Rostamizadeh and
Christopher R{\'{e}} and
Christopher De Sa and
Hanie Sedghi and
Siddhartha Sen and
Virginia Smith and
Alex Smola and
Dawn Song and
Evan R. Sparks and
Ion Stoica and
Vivienne Sze and
Madeleine Udell and
Joaquin Vanschoren and
Shivaram Venkataraman and
Rashmi Vinayak and
Markus Weimer and
Andrew Gordon Wilson and
Eric P. Xing and
Matei Zaharia and
Ce Zhang and
Ameet Talwalkar},
title = {SysML: The New Frontier of Machine Learning Systems},
journal = {CoRR},
volume = {abs/1904.03257},
year = {2019},
url = {http://arxiv.org/abs/1904.03257},
eprinttype = {arXiv},
eprint = {1904.03257},
timestamp = {Fri, 11 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-03257.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-01684,
author = {Rafael Gomes Mantovani and
Andr{\'{e}} Luis Debiaso Rossi and
Edesio Alcoba{\c{c}}a and
Joaquin Vanschoren and
Andr{\'{e}} Carlos Ponce de Leon Ferreira de Carvalho},
title = {A meta-learning recommender system for hyperparameter tuning: predicting
when tuning improves {SVM} classifiers},
journal = {CoRR},
volume = {abs/1906.01684},
year = {2019},
url = {http://arxiv.org/abs/1906.01684},
eprinttype = {arXiv},
eprint = {1906.01684},
timestamp = {Thu, 13 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-01684.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-00909,
author = {Pieter Gijsbers and
Erin LeDell and
Janek Thomas and
S{\'{e}}bastien Poirier and
Bernd Bischl and
Joaquin Vanschoren},
title = {An Open Source AutoML Benchmark},
journal = {CoRR},
volume = {abs/1907.00909},
year = {2019},
url = {http://arxiv.org/abs/1907.00909},
eprinttype = {arXiv},
eprint = {1907.00909},
timestamp = {Mon, 08 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-00909.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-02490,
author = {Matthias Feurer and
Jan N. van Rijn and
Arlind Kadra and
Pieter Gijsbers and
Neeratyoy Mallik and
Sahithya Ravi and
Andreas M{\"{u}}ller and
Joaquin Vanschoren and
Frank Hutter},
title = {OpenML-Python: an extensible Python {API} for OpenML},
journal = {CoRR},
volume = {abs/1911.02490},
year = {2019},
url = {http://arxiv.org/abs/1911.02490},
eprinttype = {arXiv},
eprint = {1911.02490},
timestamp = {Mon, 11 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-02490.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-03769,
author = {J. Gomez Robles and
Joaquin Vanschoren},
title = {Learning to reinforcement learn for Neural Architecture Search},
journal = {CoRR},
volume = {abs/1911.03769},
year = {2019},
url = {http://arxiv.org/abs/1911.03769},
eprinttype = {arXiv},
eprint = {1911.03769},
timestamp = {Sun, 01 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-03769.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/AbdulrahmanBRV18,
author = {Salisu Mamman Abdulrahman and
Pavel Brazdil and
Jan N. van Rijn and
Joaquin Vanschoren},
title = {Speeding up algorithm selection using average ranking and active testing
by introducing runtime},
journal = {Mach. Learn.},
volume = {107},
number = {1},
pages = {79--108},
year = {2018},
url = {https://doi.org/10.1007/s10994-017-5687-8},
doi = {10.1007/S10994-017-5687-8},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/AbdulrahmanBRV18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/RijnHPV18,
author = {Jan N. van Rijn and
Geoffrey Holmes and
Bernhard Pfahringer and
Joaquin Vanschoren},
title = {The online performance estimation framework: heterogeneous ensemble
learning for data streams},
journal = {Mach. Learn.},
volume = {107},
number = {1},
pages = {149--176},
year = {2018},
url = {https://doi.org/10.1007/s10994-017-5686-9},
doi = {10.1007/S10994-017-5686-9},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/RijnHPV18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/OlierSBVGSK18,
author = {Iv{\'{a}}n Olier and
Noureddin Sadawi and
G. Richard J. Bickerton and
Joaquin Vanschoren and
Crina Grosan and
Larisa N. Soldatova and
Ross D. King},
title = {Meta-QSAR: a large-scale application of meta-learning to drug design
and discovery},
journal = {Mach. Learn.},
volume = {107},
number = {1},
pages = {285--311},
year = {2018},
url = {https://doi.org/10.1007/s10994-017-5685-x},
doi = {10.1007/S10994-017-5685-X},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/OlierSBVGSK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bmvc/ZhuAKV18,
author = {Yezi Zhu and
Marc Aoun and
Marcel Krijn and
Joaquin Vanschoren},
title = {Data Augmentation using Conditional Generative Adversarial Networks
for Leaf Counting in Arabidopsis Plants},
booktitle = {British Machine Vision Conference 2018, {BMVC} 2018, Newcastle, UK,
September 3-6, 2018},
pages = {324},
publisher = {{BMVA} Press},
year = {2018},
url = {http://bmvc2018.org/contents/workshops/cvppp2018/0014.pdf},
timestamp = {Tue, 21 Apr 2020 23:17:57 +0200},
biburl = {https://dblp.org/rec/conf/bmvc/ZhuAKV18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dis/2018,
editor = {Larisa N. Soldatova and
Joaquin Vanschoren and
George A. Papadopoulos and
Michelangelo Ceci},
title = {Discovery Science - 21st International Conference, {DS} 2018, Limassol,
Cyprus, October 29-31, 2018, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11198},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01771-2},
doi = {10.1007/978-3-030-01771-2},
isbn = {978-3-030-01770-5},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/2018.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1801-06007,
author = {Pieter Gijsbers and
Joaquin Vanschoren and
Randal S. Olson},
title = {Layered {TPOT:} Speeding up Tree-based Pipeline Optimization},
journal = {CoRR},
volume = {abs/1801.06007},
year = {2018},
url = {http://arxiv.org/abs/1801.06007},
eprinttype = {arXiv},
eprint = {1801.06007},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1801-06007.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-05351,
author = {Gustavo Correa Publio and
Diego Esteves and
Agnieszka Lawrynowicz and
Pance Panov and
Larisa N. Soldatova and
Tommaso Soru and
Joaquin Vanschoren and
Hamid Zafar},
title = {ML-Schema: Exposing the Semantics of Machine Learning with Schemas
and Ontologies},
journal = {CoRR},
volume = {abs/1807.05351},
year = {2018},
url = {http://arxiv.org/abs/1807.05351},
eprinttype = {arXiv},
eprint = {1807.05351},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-05351.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-10406,
author = {Adriano Rivolli and
Lu{\'{\i}}s Paulo F. Garcia and
Carlos Soares and
Joaquin Vanschoren and
Andr{\'{e}} C. P. L. F. de Carvalho},
title = {Towards Reproducible Empirical Research in Meta-Learning},
journal = {CoRR},
volume = {abs/1808.10406},
year = {2018},
url = {http://arxiv.org/abs/1808.10406},
eprinttype = {arXiv},
eprint = {1808.10406},
timestamp = {Tue, 29 Oct 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-10406.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-03548,
author = {Joaquin Vanschoren},
title = {Meta-Learning: {A} Survey},
journal = {CoRR},
volume = {abs/1810.03548},
year = {2018},
url = {http://arxiv.org/abs/1810.03548},
eprinttype = {arXiv},
eprint = {1810.03548},
timestamp = {Tue, 30 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-03548.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-03392,
author = {Iv{\'{a}}n Olier and
Oghenejokpeme I. Orhobor and
Joaquin Vanschoren and
Ross D. King},
title = {Transformative Machine Learning},
journal = {CoRR},
volume = {abs/1811.03392},
year = {2018},
url = {http://arxiv.org/abs/1811.03392},
eprinttype = {arXiv},
eprint = {1811.03392},
timestamp = {Fri, 23 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1811-03392.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-02207,
author = {Rafael Gomes Mantovani and
Tom{\'{a}}s Horv{\'{a}}th and
Ricardo Cerri and
Sylvio Barbon Junior and
Joaquin Vanschoren and
Andr{\'{e}} Carlos Ponce de Leon Ferreira de Carvalho},
title = {An empirical study on hyperparameter tuning of decision trees},
journal = {CoRR},
volume = {abs/1812.02207},
year = {2018},
url = {http://arxiv.org/abs/1812.02207},
eprinttype = {arXiv},
eprint = {1812.02207},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-02207.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/GijsbersVO17,
author = {Pieter Gijsbers and
Joaquin Vanschoren and
Randal S. Olson},
editor = {Pavel Brazdil and
Joaquin Vanschoren and
Frank Hutter and
Holger H. Hoos},
title = {Layered {TPOT:} Speeding up Tree-based Pipeline Optimization},
booktitle = {Proceedings of the International Workshop on Automatic Selection,
Configuration and Composition of Machine Learning Algorithms co-located
with the European Conference on Machine Learning {\&} Principles
and Practice of Knowledge Discovery in Databases, AutoML@PKDD/ECML
2017, Skopje, Macedonia, September 22, 2017},
series = {{CEUR} Workshop Proceedings},
volume = {1998},
pages = {49--68},
publisher = {CEUR-WS.org},
year = {2017},
url = {https://ceur-ws.org/Vol-1998/paper\_06.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:13 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/GijsbersVO17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2017automl,
editor = {Pavel Brazdil and
Joaquin Vanschoren and
Frank Hutter and
Holger H. Hoos},
title = {Proceedings of the International Workshop on Automatic Selection,
Configuration and Composition of Machine Learning Algorithms co-located
with the European Conference on Machine Learning {\&} Principles
and Practice of Knowledge Discovery in Databases, AutoML@PKDD/ECML
2017, Skopje, Macedonia, September 22, 2017},
series = {{CEUR} Workshop Proceedings},
volume = {1998},
publisher = {CEUR-WS.org},
year = {2017},
url = {https://ceur-ws.org/Vol-1998},
urn = {urn:nbn:de:0074-1998-0},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2017automl.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CasalicchioBLKK17,
author = {Giuseppe Casalicchio and
Jakob Bossek and
Michel Lang and
Dominik Kirchhoff and
Pascal Kerschke and
Benjamin Hofner and
Heidi Seibold and
Joaquin Vanschoren and
Bernd Bischl},
title = {OpenML: An {R} Package to Connect to the Networked Machine Learning
Platform OpenML},
journal = {CoRR},
volume = {abs/1701.01293},
year = {2017},
url = {http://arxiv.org/abs/1701.01293},
eprinttype = {arXiv},
eprint = {1701.01293},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/CasalicchioBLKK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-03731,
author = {Bernd Bischl and
Giuseppe Casalicchio and
Matthias Feurer and
Frank Hutter and
Michel Lang and
Rafael Gomes Mantovani and
Jan N. van Rijn and
Joaquin Vanschoren},
title = {OpenML Benchmarking Suites and the OpenML100},
journal = {CoRR},
volume = {abs/1708.03731},
year = {2017},
url = {http://arxiv.org/abs/1708.03731},
eprinttype = {arXiv},
eprint = {1708.03731},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-03731.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-03854,
author = {Iv{\'{a}}n Olier and
Noureddin Sadawi and
G. Richard J. Bickerton and
Joaquin Vanschoren and
Crina Grosan and
Larisa N. Soldatova and
Ross D. King},
title = {Meta-QSAR: a large-scale application of meta-learning to drug design
and discovery},
journal = {CoRR},
volume = {abs/1709.03854},
year = {2017},
url = {http://arxiv.org/abs/1709.03854},
eprinttype = {arXiv},
eprint = {1709.03854},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1709-03854.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ai/BischlKKLMFHHLT16,
author = {Bernd Bischl and
Pascal Kerschke and
Lars Kotthoff and
Marius Lindauer and
Yuri Malitsky and
Alexandre Fr{\'{e}}chette and
Holger H. Hoos and
Frank Hutter and
Kevin Leyton{-}Brown and
Kevin Tierney and
Joaquin Vanschoren},
title = {ASlib: {A} benchmark library for algorithm selection},
journal = {Artif. Intell.},
volume = {237},
pages = {41--58},
year = {2016},
url = {https://doi.org/10.1016/j.artint.2016.04.003},
doi = {10.1016/J.ARTINT.2016.04.003},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ai/BischlKKLMFHHLT16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/snam/GaoBV16,
author = {Bo Gao and
Bettina Berendt and
Joaquin Vanschoren},
title = {Toward understanding online sentiment expression: an interdisciplinary
approach with subgroup comparison and visualization},
journal = {Soc. Netw. Anal. Min.},
volume = {6},
number = {1},
pages = {68:1--68:16},
year = {2016},
url = {https://doi.org/10.1007/s13278-016-0385-2},
doi = {10.1007/S13278-016-0385-2},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/snam/GaoBV16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bracis/MantovaniHCVC16,
author = {Rafael Gomes Mantovani and
Tom{\'{a}}s Horv{\'{a}}th and
Ricardo Cerri and
Joaquin Vanschoren and
Andr{\'{e}} C. P. L. F. de Carvalho},
title = {Hyper-Parameter Tuning of a Decision Tree Induction Algorithm},
booktitle = {5th Brazilian Conference on Intelligent Systems, {BRACIS} 2016, Recife,
Brazil, October 9-12, 2016},
pages = {37--42},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/BRACIS.2016.018},
doi = {10.1109/BRACIS.2016.018},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bracis/MantovaniHCVC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/huc/ZhangWLVRI16,
author = {Chao Zhang and
Arlette van Wissen and
Dani{\"{e}}l Lakens and
Joaquin Vanschoren and
Boris E. R. de Ruyter and
Wijnand A. IJsselsteijn},
editor = {Paul Lukowicz and
Antonio Kr{\"{u}}ger and
Andreas Bulling and
Youn{-}Kyung Lim and
Shwetak N. Patel},
title = {Anticipating habit formation: a psychological computing approach to
behavior change support},
booktitle = {Proceedings of the 2016 {ACM} International Joint Conference on Pervasive
and Ubiquitous Computing and Proceedings of the 2016 {ACM} International
Symposium on Wearable Computers, UbiComp/ISWC Adjunct 2016, Heidelberg,
Germany, September 12-16, 2016},
pages = {1247--1254},
publisher = {{ACM}},
year = {2016},
url = {https://doi.org/10.1145/2968219.2968439},
doi = {10.1145/2968219.2968439},
timestamp = {Tue, 26 Mar 2024 12:15:04 +0100},
biburl = {https://dblp.org/rec/conf/huc/ZhangWLVRI16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/LawrynowiczEPSD16,
author = {Agnieszka Lawrynowicz and
Diego Esteves and
Pance Panov and
Tommaso Soru and
Saso Dzeroski and
Joaquin Vanschoren},
editor = {Karl Hammar and
Pascal Hitzler and
Adila Krisnadhi and
Agnieszka Lawrynowicz and
Andrea Giovanni Nuzzolese and
Monika Solanki},
title = {An Algorithm, Implementation and Execution Ontology Design Pattern},
booktitle = {Advances in Ontology Design and Patterns [revised and extended versions
of the papers presented at the 7th edition of the Workshop on Ontology
and Semantic Web Patterns, WOP@ISWC 2016, Kobe, Japan, 18th October
2016]},
series = {Studies on the Semantic Web},
volume = {32},
pages = {55--68},
publisher = {{IOS} Press},
year = {2016},
url = {https://doi.org/10.3233/978-1-61499-826-6-55},
doi = {10.3233/978-1-61499-826-6-55},
timestamp = {Wed, 12 Sep 2018 10:19:19 +0200},
biburl = {https://dblp.org/rec/conf/semweb/LawrynowiczEPSD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icml/2016automl,
editor = {Frank Hutter and
Lars Kotthoff and
Joaquin Vanschoren},
title = {Proceedings of the 2016 Workshop on Automatic Machine Learning, AutoML
2016, co-located with 33rd International Conference on Machine Learning
{(ICML} 2016), New York City, NY, USA, June 24, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {64},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v64/},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/2016automl.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/lion/2016,
editor = {Paola Festa and
Meinolf Sellmann and
Joaquin Vanschoren},
title = {Learning and Intelligent Optimization - 10th International Conference,
{LION} 10, Ischia, Italy, May 29 - June 1, 2016, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {10079},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-50349-3},
doi = {10.1007/978-3-319-50349-3},
isbn = {978-3-319-50348-6},
timestamp = {Fri, 27 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lion/2016.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/GaoBV15,
author = {Bo Gao and
Bettina Berendt and
Joaquin Vanschoren},
editor = {Jian Pei and
Fabrizio Silvestri and
Jie Tang},
title = {Who is More Positive in Private? Analyzing Sentiment Differences across
Privacy Levels and Demographic Factors in Facebook Chats and Posts},
booktitle = {Proceedings of the 2015 {IEEE/ACM} International Conference on Advances
in Social Networks Analysis and Mining, {ASONAM} 2015, Paris, France,
August 25 - 28, 2015},
pages = {605--610},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2808797.2809421},
doi = {10.1145/2808797.2809421},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/asunam/GaoBV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cinc/EerikainenVRVA15,
author = {Linda M. Eerik{\"{a}}inen and
Joaquin Vanschoren and
Michael Johannes Rooijakkers and
Rik Vullings and
Ronald M. Aarts},
title = {Decreasing the False Alarm Rate of Arrhythmias in Intensive Care Using
a Machine Learning Approach},
booktitle = {Computing in Cardiology, CinC 2015, Nice, France, September 6-9, 2015},
pages = {293--296},
publisher = {www.cinc.org},
year = {2015},
url = {http://www.cinc.org/archives/2015/pdf/0293.pdf},
doi = {10.1109/CIC.2015.7408644},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cinc/EerikainenVRVA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/RijnHPV15,
author = {Jan N. van Rijn and
Geoffrey Holmes and
Bernhard Pfahringer and
Joaquin Vanschoren},
editor = {Charu C. Aggarwal and
Zhi{-}Hua Zhou and
Alexander Tuzhilin and
Hui Xiong and
Xindong Wu},
title = {Having a Blast: Meta-Learning and Heterogeneous Ensembles for Data
Streams},
booktitle = {2015 {IEEE} International Conference on Data Mining, {ICDM} 2015,
Atlantic City, NJ, USA, November 14-17, 2015},
pages = {1003--1008},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICDM.2015.55},
doi = {10.1109/ICDM.2015.55},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icdm/RijnHPV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/RijnABV15,
author = {Jan N. van Rijn and
Salisu Mamman Abdulrahman and
Pavel Brazdil and
Joaquin Vanschoren},
editor = {{\'{E}}lisa Fromont and
Tijl De Bie and
Matthijs van Leeuwen},
title = {Fast Algorithm Selection Using Learning Curves},
booktitle = {Advances in Intelligent Data Analysis {XIV} - 14th International Symposium,
{IDA} 2015, Saint Etienne, France, October 22-24, 2015, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9385},
pages = {298--309},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-24465-5\_26},
doi = {10.1007/978-3-319-24465-5\_26},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ida/RijnABV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/MantovaniRVBC15,
author = {Rafael Gomes Mantovani and
Andr{\'{e}} Luis Debiaso Rossi and
Joaquin Vanschoren and
Bernd Bischl and
Andr{\'{e}} C. P. L. F. de Carvalho},
title = {To tune or not to tune: Recommending when to adjust {SVM} hyper-parameters
via meta-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.2015.7280644},
doi = {10.1109/IJCNN.2015.7280644},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/MantovaniRVBC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/MantovaniRVBC15a,
author = {Rafael Gomes Mantovani and
Andr{\'{e}} Luis Debiaso Rossi and
Joaquin Vanschoren and
Bernd Bischl and
Andr{\'{e}} C. P. L. F. de Carvalho},
title = {Effectiveness of Random Search in {SVM} hyper-parameter tuning},
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.2015.7280664},
doi = {10.1109/IJCNN.2015.7280664},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/MantovaniRVBC15a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/VanschorenRB15,
author = {Joaquin Vanschoren and
Jan N. van Rijn and
Bernd Bischl},
title = {Taking machine learning research online with OpenML},
booktitle = {Proceedings of the 4th International Workshop on Big Data, Streams
and Heterogeneous Source Mining: Algorithms, Systems, Programming
Models and Applications, BigMine 2015, Sydney, Australia, August 10,
2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {41},
pages = {1--4},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v41/vanschoren15.html},
timestamp = {Wed, 29 May 2019 08:41:47 +0200},
biburl = {https://dblp.org/rec/conf/kdd/VanschorenRB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/AbdulrahmanBRV15,
author = {Salisu Mamman Abdulrahman and
Pavel Brazdil and
Jan N. van Rijn and
Joaquin Vanschoren},
editor = {Joaquin Vanschoren and
Pavel Brazdil and
Christophe G. Giraud{-}Carrier and
Lars Kotthoff},
title = {Algorithm Selection via Meta-learning and Sample-based Active Testing},
booktitle = {Proceedings of the 2015 International Workshop on Meta-Learning and
Algorithm Selection co-located with European Conference on Machine
Learning and Principles and Practice of Knowledge Discovery in Databases
2015 {(ECMLPKDD} 2015), Porto, Portugal, September 7th, 2015},
series = {{CEUR} Workshop Proceedings},
volume = {1455},
pages = {55--66},
publisher = {CEUR-WS.org},
year = {2015},
url = {https://ceur-ws.org/Vol-1455/paper-07.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:13 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/AbdulrahmanBRV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MantovaniRVC15,
author = {Rafael Gomes Mantovani and
Andr{\'{e}} L. D. Rossi and
Joaquin Vanschoren and
Andr{\'{e}} C. P. L. F. de Carvalho},
editor = {Joaquin Vanschoren and
Pavel Brazdil and
Christophe G. Giraud{-}Carrier and
Lars Kotthoff},
title = {Meta-learning Recommendation of Default Hyper-parameter Values for
SVMs in Classification Tasks},
booktitle = {Proceedings of the 2015 International Workshop on Meta-Learning and
Algorithm Selection co-located with European Conference on Machine
Learning and Principles and Practice of Knowledge Discovery in Databases
2015 {(ECMLPKDD} 2015), Porto, Portugal, September 7th, 2015},
series = {{CEUR} Workshop Proceedings},
volume = {1455},
pages = {80--92},
publisher = {CEUR-WS.org},
year = {2015},
url = {https://ceur-ws.org/Vol-1455/paper-09.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/MantovaniRVC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/RijnV15,
author = {Jan N. van Rijn and
Joaquin Vanschoren},
editor = {Joaquin Vanschoren and
Pavel Brazdil and
Christophe G. Giraud{-}Carrier and
Lars Kotthoff},
title = {Sharing RapidMiner Workflows and Experiments with OpenML},
booktitle = {Proceedings of the 2015 International Workshop on Meta-Learning and
Algorithm Selection co-located with European Conference on Machine
Learning and Principles and Practice of Knowledge Discovery in Databases
2015 {(ECMLPKDD} 2015), Porto, Portugal, September 7th, 2015},
series = {{CEUR} Workshop Proceedings},
volume = {1455},
pages = {93--103},
publisher = {CEUR-WS.org},
year = {2015},
url = {https://ceur-ws.org/Vol-1455/paper-10.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/RijnV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/VukicevicRVND15,
author = {Milan Vukicevic and
Sandro Radovanovic and
Joaquin Vanschoren and
Giulio Napolitano and
Boris Delibasic},
editor = {Joaquin Vanschoren and
Pavel Brazdil and
Christophe G. Giraud{-}Carrier and
Lars Kotthoff},
title = {Towards a Collaborative Platform for Advanced Meta-Learning in Healthcare
Predictive Analytics},
booktitle = {Proceedings of the 2015 International Workshop on Meta-Learning and
Algorithm Selection co-located with European Conference on Machine
Learning and Principles and Practice of Knowledge Discovery in Databases
2015 {(ECMLPKDD} 2015), Porto, Portugal, September 7th, 2015},
series = {{CEUR} Workshop Proceedings},
volume = {1455},
pages = {112--114},
publisher = {CEUR-WS.org},
year = {2015},
url = {https://ceur-ws.org/Vol-1455/paper-15.pdf},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/VukicevicRVND15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2015metasel,
editor = {Joaquin Vanschoren and
Pavel Brazdil and
Christophe G. Giraud{-}Carrier and
Lars Kotthoff},
title = {Proceedings of the 2015 International Workshop on Meta-Learning and
Algorithm Selection co-located with European Conference on Machine
Learning and Principles and Practice of Knowledge Discovery in Databases
2015 {(ECMLPKDD} 2015), Porto, Portugal, September 7th, 2015},
series = {{CEUR} Workshop Proceedings},
volume = {1455},
publisher = {CEUR-WS.org},
year = {2015},
url = {https://ceur-ws.org/Vol-1455},
urn = {urn:nbn:de:0074-1455-8},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/2015metasel.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BischlKKLMFHHLT15,
author = {Bernd Bischl and
Pascal Kerschke and
Lars Kotthoff and
Marius Lindauer and
Yuri Malitsky and
Alexandre Fr{\'{e}}chette and
Holger H. Hoos and
Frank Hutter and
Kevin Leyton{-}Brown and
Kevin Tierney and
Joaquin Vanschoren},
title = {ASlib: {A} Benchmark Library for Algorithm Selection},
journal = {CoRR},
volume = {abs/1506.02465},
year = {2015},
url = {http://arxiv.org/abs/1506.02465},
eprinttype = {arXiv},
eprint = {1506.02465},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/BischlKKLMFHHLT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/RijnHPV14,
author = {Jan N. van Rijn and
Geoffrey Holmes and
Bernhard Pfahringer and
Joaquin Vanschoren},
editor = {Saso Dzeroski and
Pance Panov and
Dragi Kocev and
Ljupco Todorovski},
title = {Algorithm Selection on Data Streams},
booktitle = {Discovery Science - 17th International Conference, {DS} 2014, Bled,
Slovenia, October 8-10, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8777},
pages = {325--336},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11812-3\_28},
doi = {10.1007/978-3-319-11812-3\_28},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/RijnHPV14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/RijnHPV14,
author = {Jan N. van Rijn and
Geoffrey Holmes and
Bernhard Pfahringer and
Joaquin Vanschoren},
editor = {Joaquin Vanschoren and
Pavel Brazdil and
Carlos Soares and
Lars Kotthoff},
title = {Towards Meta-learning over Data Streams},
booktitle = {Proceedings of the International Workshop on Meta-learning and Algorithm
Selection co-located with 21st European Conference on Artificial Intelligence,
MetaSel@ECAI 2014, Prague, Czech Republic, August 19, 2014},
series = {{CEUR} Workshop Proceedings},
volume = {1201},
pages = {37--38},
publisher = {CEUR-WS.org},
year = {2014},
url = {https://ceur-ws.org/Vol-1201/paper-08.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:14 +0100},
biburl = {https://dblp.org/rec/conf/ecai/RijnHPV14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/ecai/2014metasel,
editor = {Joaquin Vanschoren and
Pavel Brazdil and
Carlos Soares and
Lars Kotthoff},
title = {Proceedings of the International Workshop on Meta-learning and Algorithm
Selection co-located with 21st European Conference on Artificial Intelligence,
MetaSel@ECAI 2014, Prague, Czech Republic, August 19, 2014},
series = {{CEUR} Workshop Proceedings},
volume = {1201},
publisher = {CEUR-WS.org},
year = {2014},
url = {https://ceur-ws.org/Vol-1201},
urn = {urn:nbn:de:0074-1201-9},
timestamp = {Fri, 10 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecai/2014metasel.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/VanschorenBO14,
author = {Joaquin Vanschoren and
Mikio L. Braun and
Cheng Soon Ong},
title = {Open science in machine learning},
journal = {CoRR},
volume = {abs/1402.6013},
year = {2014},
url = {http://arxiv.org/abs/1402.6013},
eprinttype = {arXiv},
eprint = {1402.6013},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/VanschorenBO14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/VanschorenRBT14,
author = {Joaquin Vanschoren and
Jan N. van Rijn and
Bernd Bischl and
Lu{\'{\i}}s Torgo},
title = {OpenML: networked science in machine learning},
journal = {CoRR},
volume = {abs/1407.7722},
year = {2014},
url = {http://arxiv.org/abs/1407.7722},
eprinttype = {arXiv},
eprint = {1407.7722},
timestamp = {Tue, 02 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/VanschorenRBT14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csur/SerbanVKB13,
author = {Floarea Serban and
Joaquin Vanschoren and
J{\"{o}}rg{-}Uwe Kietz and
Abraham Bernstein},
title = {A survey of intelligent assistants for data analysis},
journal = {{ACM} Comput. Surv.},
volume = {45},
number = {3},
pages = {31:1--31:35},
year = {2013},
url = {https://doi.org/10.1145/2480741.2480748},
doi = {10.1145/2480741.2480748},
timestamp = {Mon, 16 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/csur/SerbanVKB13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/VanschorenRBT13,
author = {Joaquin Vanschoren and
Jan N. van Rijn and
Bernd Bischl and
Lu{\'{\i}}s Torgo},
title = {OpenML: networked science in machine learning},
journal = {{SIGKDD} Explor.},
volume = {15},
number = {2},
pages = {49--60},
year = {2013},
url = {https://doi.org/10.1145/2641190.2641198},
doi = {10.1145/2641190.2641198},
timestamp = {Tue, 29 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigkdd/VanschorenRBT13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/RijnBTGUFWWBV13,
author = {Jan N. van Rijn and
Bernd Bischl and
Lu{\'{\i}}s Torgo and
Bo Gao and
Venkatesh Umaashankar and
Simon Fischer and
Patrick Winter and
Bernd Wiswedel and
Michael R. Berthold and
Joaquin Vanschoren},
editor = {Hendrik Blockeel and
Kristian Kersting and
Siegfried Nijssen and
Filip Zelezn{\'{y}}},
title = {OpenML: {A} Collaborative Science Platform},
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 = {645--649},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40994-3\_46},
doi = {10.1007/978-3-642-40994-3\_46},
timestamp = {Tue, 21 Mar 2023 21:00:11 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/RijnBTGUFWWBV13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/VanschorenBPH12,
author = {Joaquin Vanschoren and
Hendrik Blockeel and
Bernhard Pfahringer and
Geoffrey Holmes},
title = {Experiment databases - {A} new way to share, organize and learn from
experiments},
journal = {Mach. Learn.},
volume = {87},
number = {2},
pages = {127--158},
year = {2012},
url = {https://doi.org/10.1007/s10994-011-5277-0},
doi = {10.1007/S10994-011-5277-0},
timestamp = {Thu, 19 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/VanschorenBPH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mldm/LeiteBV12,
author = {Rui Leite and
Pavel Brazdil and
Joaquin Vanschoren},
editor = {Petra Perner},
title = {Selecting Classification Algorithms with Active Testing},
booktitle = {Machine Learning and Data Mining in Pattern Recognition - 8th International
Conference, {MLDM} 2012, Berlin, Germany, July 13-20, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7376},
pages = {117--131},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-31537-4\_10},
doi = {10.1007/978-3-642-31537-4\_10},
timestamp = {Tue, 14 May 2019 10:00:53 +0200},
biburl = {https://dblp.org/rec/conf/mldm/LeiteBV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/VespierKNV12,
author = {Ugo Vespier and
Arno J. Knobbe and
Siegfried Nijssen and
Joaquin Vanschoren},
editor = {Peter A. Flach and
Tijl De Bie and
Nello Cristianini},
title = {MDL-Based Analysis of Time Series at Multiple Time-Scales},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2012, Bristol, UK, September 24-28, 2012. Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7524},
pages = {371--386},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33486-3\_24},
doi = {10.1007/978-3-642-33486-3\_24},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/VespierKNV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/ReutemannV12,
author = {Peter Reutemann and
Joaquin Vanschoren},
editor = {Peter A. Flach and
Tijl De Bie and
Nello Cristianini},
title = {Scientific Workflow Management with {ADAMS}},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2012, Bristol, UK, September 24-28, 2012. Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7524},
pages = {833--837},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33486-3\_58},
doi = {10.1007/978-3-642-33486-3\_58},
timestamp = {Tue, 26 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/ReutemannV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/VespierKVMKOB11,
author = {Ugo Vespier and
Arno J. Knobbe and
Joaquin Vanschoren and
Shengfa Miao and
Arne Koopman and
Bas Obladen and
Carlos Bosma},
editor = {Jo{\~{a}}o Gama and
Elizabeth Bradley and
Jaakko Hollm{\'{e}}n},
title = {Traffic Events Modeling for Structural Health Monitoring},
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 = {376--387},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-24800-9\_35},
doi = {10.1007/978-3-642-24800-9\_35},
timestamp = {Mon, 30 Nov 2020 08:47:24 +0100},
biburl = {https://dblp.org/rec/conf/ida/VespierKVMKOB11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/x/p/BerendtVG11,
author = {Bettina Berendt and
Joaquin Vanschoren and
Bo Gao},
editor = {Stephan B{\"{u}}ttner and
Hans{-}Christoph Hobohm and
Lars M{\"{u}}ller},
title = {Datenanalyse und -visualisierung},
booktitle = {Handbuch Forschungsdatenmanagement},
pages = {139--148},
publisher = {Bock + Herchen, Bad Honnef},
year = {2011},
url = {https://nbn-resolving.org/urn:nbn:de:kobv:525-opus-2359},
urn = {urn:nbn:de:kobv:525-opus-2359},
timestamp = {Thu, 30 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/x/p/BerendtVG11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/Vanschoren11,
author = {Joaquin Vanschoren},
editor = {Norbert Jankowski and
Wlodzislaw Duch and
Krzysztof Grabczewski},
title = {Meta-Learning Architectures: Collecting, Organizing and Exploiting
Meta-Knowledge},
booktitle = {Meta-Learning in Computational Intelligence},
series = {Studies in Computational Intelligence},
volume = {358},
pages = {117--155},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-20980-2\_4},
doi = {10.1007/978-3-642-20980-2\_4},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/sci/Vanschoren11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Vanschoren10,
author = {Joaquin Vanschoren},
title = {Understanding Machine Learning Performance with Experiment Databases
(Het verwerven van inzichten in leerperformantie met experiment databanken)
; Understanding Machine Learning Performance with Experiment Databases},
school = {Katholieke Universiteit Leuven, Belgium},
year = {2010},
url = {https://lirias.kuleuven.be/handle/123456789/266060},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/phd/basesearch/Vanschoren10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/daglib/p/VanschorenB10,
author = {Joaquin Vanschoren and
Hendrik Blockeel},
editor = {Saso Dzeroski and
Bart Goethals and
Pance Panov},
title = {Experiment Databases},
booktitle = {Inductive Databases and Constraint-Based Data Mining},
pages = {335--361},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-1-4419-7738-0\_14},
doi = {10.1007/978-1-4419-7738-0\_14},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/daglib/p/VanschorenB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/VanschorenB09,
author = {Joaquin Vanschoren and
Hendrik Blockeel},
editor = {Wray L. Buntine and
Marko Grobelnik and
Dunja Mladenic and
John Shawe{-}Taylor},
title = {A Community-Based Platform for Machine Learning Experimentation},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2009, Bled, Slovenia, September 7-11, 2009, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {5782},
pages = {750--754},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-04174-7\_56},
doi = {10.1007/978-3-642-04174-7\_56},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/VanschorenB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isola/VanschorenBPH08,
author = {Joaquin Vanschoren and
Hendrik Blockeel and
Bernhard Pfahringer and
Geoffrey Holmes},
editor = {Tiziana Margaria and
Bernhard Steffen},
title = {Organizing the World's Machine Learning Information},
booktitle = {Leveraging Applications of Formal Methods, Verification and Validation,
Third International Symposium, ISoLA 2008, Porto Sani, Greece, October
13-15, 2008. Proceedings},
series = {Communications in Computer and Information Science},
volume = {17},
pages = {693--708},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-88479-8\_50},
doi = {10.1007/978-3-540-88479-8\_50},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/isola/VanschorenBPH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pricai/VanschorenPH08,
author = {Joaquin Vanschoren and
Bernhard Pfahringer and
Geoffrey Holmes},
editor = {Tu Bao Ho and
Zhi{-}Hua Zhou},
title = {Learning from the Past with Experiment Databases},
booktitle = {{PRICAI} 2008: Trends in Artificial Intelligence, 10th Pacific Rim
International Conference on Artificial Intelligence, Hanoi, Vietnam,
December 15-19, 2008. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5351},
pages = {485--496},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-89197-0\_45},
doi = {10.1007/978-3-540-89197-0\_45},
timestamp = {Thu, 19 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pricai/VanschorenPH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gfkl/VanschorenB07,
author = {Joaquin Vanschoren and
Hendrik Blockeel},
editor = {Christine Preisach and
Hans Burkhardt and
Lars Schmidt{-}Thieme and
Reinhold Decker},
title = {Investigating Classifier Learning Behavior with Experiment Databases},
booktitle = {Data Analysis, Machine Learning and Applications - Proceedings of
the 31st Annual Conference of the Gesellschaft f{\"{u}}r Klassifikation
e.V., Albert-Ludwigs-Universit{\"{a}}t Freiburg, March 7-9, 2007},
series = {Studies in Classification, Data Analysis, and Knowledge Organization},
pages = {421--428},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-78246-9\_50},
doi = {10.1007/978-3-540-78246-9\_50},
timestamp = {Fri, 25 Dec 2020 01:15:10 +0100},
biburl = {https://dblp.org/rec/conf/gfkl/VanschorenB07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/BlockeelV07,
author = {Hendrik Blockeel and
Joaquin Vanschoren},
editor = {Joost N. Kok and
Jacek Koronacki and
Ram{\'{o}}n L{\'{o}}pez de M{\'{a}}ntaras and
Stan Matwin and
Dunja Mladenic and
Andrzej Skowron},
title = {Experiment Databases: Towards an Improved Experimental Methodology
in Machine Learning},
booktitle = {Knowledge Discovery in Databases: {PKDD} 2007, 11th European Conference
on Principles and Practice of Knowledge Discovery in Databases, Warsaw,
Poland, September 17-21, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4702},
pages = {6--17},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74976-9\_5},
doi = {10.1007/978-3-540-74976-9\_5},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/BlockeelV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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