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ORCIDBibTeX records: Krzysztof Dembczynski
@inproceedings{DBLP:conf/iclr/SchultheisKWBBD24,
author = {Erik Schultheis and
Wojciech Kotlowski and
Marek Wydmuch and
Rohit Babbar and
Strom Borman and
Krzysztof Dembczynski},
title = {Consistent algorithms for multi-label classification with macro-at-k
metrics},
booktitle = {The Twelfth International Conference on Learning Representations,
{ICLR} 2024, Vienna, Austria, May 7-11, 2024},
publisher = {OpenReview.net},
year = {2024},
url = {https://openreview.net/forum?id=XOnya9gSdF},
timestamp = {Wed, 07 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/SchultheisKWBBD24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KotlowskiWSBD24,
author = {Wojciech Kotlowski and
Marek Wydmuch and
Erik Schultheis and
Rohit Babbar and
Krzysztof Dembczynski},
title = {A General Online Algorithm for Optimizing Complex Performance Metrics},
booktitle = {Forty-first International Conference on Machine Learning, {ICML} 2024,
Vienna, Austria, July 21-27, 2024},
publisher = {OpenReview.net},
year = {2024},
url = {https://openreview.net/forum?id=pfnBLXgFVS},
timestamp = {Mon, 02 Sep 2024 16:45:29 +0200},
biburl = {https://dblp.org/rec/conf/icml/KotlowskiWSBD24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-16594,
author = {Erik Schultheis and
Wojciech Kotlowski and
Marek Wydmuch and
Rohit Babbar and
Strom Borman and
Krzysztof Dembczynski},
title = {Consistent algorithms for multi-label classification with macro-at-k
metrics},
journal = {CoRR},
volume = {abs/2401.16594},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.16594},
doi = {10.48550/ARXIV.2401.16594},
eprinttype = {arXiv},
eprint = {2401.16594},
timestamp = {Tue, 06 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-16594.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2406-14743,
author = {Wojciech Kotlowski and
Marek Wydmuch and
Erik Schultheis and
Rohit Babbar and
Krzysztof Dembczynski},
title = {A General Online Algorithm for Optimizing Complex Performance Metrics},
journal = {CoRR},
volume = {abs/2406.14743},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2406.14743},
doi = {10.48550/ARXIV.2406.14743},
eprinttype = {arXiv},
eprint = {2406.14743},
timestamp = {Tue, 16 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2406-14743.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SchultheisWKBD23,
author = {Erik Schultheis and
Marek Wydmuch and
Wojciech Kotlowski and
Rohit Babbar and
Krzysztof Dembczynski},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Generalized test utilities for long-tail performance in extreme multi-label
classification},
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/46994b3d6dd0fd5fca5f780af6259db5-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SchultheisWKBD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-05081,
author = {Erik Schultheis and
Marek Wydmuch and
Wojciech Kotlowski and
Rohit Babbar and
Krzysztof Dembczynski},
title = {Generalized test utilities for long-tail performance in extreme multi-label
classification},
journal = {CoRR},
volume = {abs/2311.05081},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.05081},
doi = {10.48550/ARXIV.2311.05081},
eprinttype = {arXiv},
eprint = {2311.05081},
timestamp = {Tue, 14 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-05081.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/SchultheisWBD22,
author = {Erik Schultheis and
Marek Wydmuch and
Rohit Babbar and
Krzysztof Dembczynski},
editor = {Aidong Zhang and
Huzefa Rangwala},
title = {On Missing Labels, Long-tails and Propensities in Extreme Multi-label
Classification},
booktitle = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
pages = {1547--1557},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3534678.3539466},
doi = {10.1145/3534678.3539466},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/SchultheisWBD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Busa-FeketeCDGR22,
author = {R{\'{o}}bert Busa{-}Fekete and
Heejin Choi and
Krzysztof Dembczynski and
Claudio Gentile and
Henry Reeve and
Bal{\'{a}}zs Sz{\"{o}}r{\'{e}}nyi},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Regret Bounds for Multilabel Classification in Sparse Label Regimes},
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/240d297094fc76d1e7aa27b01f221b00-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/Busa-FeketeCDGR22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/MortierHDW22,
author = {Thomas Mortier and
Eyke H{\"{u}}llermeier and
Krzysztof Dembczynski and
Willem Waegeman},
editor = {James Cussens and
Kun Zhang},
title = {Set-valued prediction in hierarchical classification with constrained
representation complexity},
booktitle = {Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth
Conference on Uncertainty in Artificial Intelligence, {UAI} 2022,
1-5 August 2022, Eindhoven, The Netherlands},
series = {Proceedings of Machine Learning Research},
volume = {180},
pages = {1392--1401},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v180/mortier22a.html},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/MortierHDW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-06676,
author = {Thomas Mortier and
Eyke H{\"{u}}llermeier and
Krzysztof Dembczynski and
Willem Waegeman},
title = {Set-valued prediction in hierarchical classification with constrained
representation complexity},
journal = {CoRR},
volume = {abs/2203.06676},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.06676},
doi = {10.48550/ARXIV.2203.06676},
eprinttype = {arXiv},
eprint = {2203.06676},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-06676.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-13186,
author = {Erik Schultheis and
Marek Wydmuch and
Rohit Babbar and
Krzysztof Dembczynski},
title = {On Missing Labels, Long-tails and Propensities in Extreme Multi-label
Classification},
journal = {CoRR},
volume = {abs/2207.13186},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.13186},
doi = {10.48550/ARXIV.2207.13186},
eprinttype = {arXiv},
eprint = {2207.13186},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-13186.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/MortierWDHW21,
author = {Thomas Mortier and
Marek Wydmuch and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier and
Willem Waegeman},
title = {Efficient set-valued prediction in multi-class classification},
journal = {Data Min. Knowl. Discov.},
volume = {35},
number = {4},
pages = {1435--1469},
year = {2021},
url = {https://doi.org/10.1007/s10618-021-00751-x},
doi = {10.1007/S10618-021-00751-X},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/MortierWDHW21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/WydmuchJTD21,
author = {Marek Wydmuch and
Kalina Jasinska{-}Kobus and
Devanathan Thiruvenkatachari and
Krzysztof Dembczynski},
editor = {Arindam Banerjee and
Kenji Fukumizu},
title = {Online probabilistic label trees},
booktitle = {The 24th International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2021, April 13-15, 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {130},
pages = {1801--1809},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v130/wydmuch21a.html},
timestamp = {Wed, 14 Apr 2021 16:51:37 +0200},
biburl = {https://dblp.org/rec/conf/aistats/WydmuchJTD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/WydmuchJBD21,
author = {Marek Wydmuch and
Kalina Jasinska{-}Kobus and
Rohit Babbar and
Krzysztof Dembczynski},
editor = {Fernando Diaz and
Chirag Shah and
Torsten Suel and
Pablo Castells and
Rosie Jones and
Tetsuya Sakai},
title = {Propensity-scored Probabilistic Label Trees},
booktitle = {{SIGIR} '21: The 44th International {ACM} {SIGIR} Conference on Research
and Development in Information Retrieval, Virtual Event, Canada, July
11-15, 2021},
pages = {2252--2256},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3404835.3463084},
doi = {10.1145/3404835.3463084},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigir/WydmuchJBD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-10803,
author = {Marek Wydmuch and
Kalina Jasinska{-}Kobus and
Rohit Babbar and
Krzysztof Dembczynski},
title = {Propensity-scored Probabilistic Label Trees},
journal = {CoRR},
volume = {abs/2110.10803},
year = {2021},
url = {https://arxiv.org/abs/2110.10803},
eprinttype = {arXiv},
eprint = {2110.10803},
timestamp = {Thu, 28 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-10803.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-04451,
author = {Kalina Jasinska{-}Kobus and
Marek Wydmuch and
Devanathan Thiruvenkatachari and
Krzysztof Dembczynski},
title = {Online probabilistic label trees},
journal = {CoRR},
volume = {abs/2007.04451},
year = {2020},
url = {https://arxiv.org/abs/2007.04451},
eprinttype = {arXiv},
eprint = {2007.04451},
timestamp = {Mon, 20 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-04451.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-11218,
author = {Kalina Jasinska{-}Kobus and
Marek Wydmuch and
Krzysztof Dembczynski and
Mikhail Kuznetsov and
R{\'{o}}bert Busa{-}Fekete},
title = {Probabilistic Label Trees for Extreme Multi-label Classification},
journal = {CoRR},
volume = {abs/2009.11218},
year = {2020},
url = {https://arxiv.org/abs/2009.11218},
eprinttype = {arXiv},
eprint = {2009.11218},
timestamp = {Wed, 30 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-11218.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/WaegemanDH19,
author = {Willem Waegeman and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
title = {Multi-target prediction: a unifying view on problems and methods},
journal = {Data Min. Knowl. Discov.},
volume = {33},
number = {2},
pages = {293--324},
year = {2019},
url = {https://doi.org/10.1007/s10618-018-0595-5},
doi = {10.1007/S10618-018-0595-5},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/WaegemanDH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bnaic/MortierWDHW19,
author = {Thomas Mortier and
Marek Wydmuch and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier and
Willem Waegeman},
editor = {Katrien Beuls and
Bart Bogaerts and
Gianluca Bontempi and
Pierre Geurts and
Nick Harley and
Bertrand Lebichot and
Tom Lenaerts and
Gilles Louppe and
Paul Van Eecke},
title = {Set-Valued Prediction in Multi-Class Classification},
booktitle = {Proceedings of the 31st Benelux Conference on Artificial Intelligence
{(BNAIC} 2019) and the 28th Belgian Dutch Conference on Machine Learning
(Benelearn 2019), Brussels, Belgium, November 6-8, 2019},
series = {{CEUR} Workshop Proceedings},
volume = {2491},
publisher = {CEUR-WS.org},
year = {2019},
url = {https://ceur-ws.org/Vol-2491/abstract50.pdf},
timestamp = {Fri, 10 Mar 2023 16:22:44 +0100},
biburl = {https://dblp.org/rec/conf/bnaic/MortierWDHW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-00294,
author = {R{\'{o}}bert Busa{-}Fekete and
Krzysztof Dembczynski and
Alexander Golovnev and
Kalina Jasinska and
Mikhail Kuznetsov and
Maxim Sviridenko and
Chao Xu},
title = {On the computational complexity of the probabilistic label tree algorithms},
journal = {CoRR},
volume = {abs/1906.00294},
year = {2019},
url = {http://arxiv.org/abs/1906.00294},
eprinttype = {arXiv},
eprint = {1906.00294},
timestamp = {Thu, 13 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-00294.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-08129,
author = {Thomas Mortier and
Marek Wydmuch and
Eyke H{\"{u}}llermeier and
Krzysztof Dembczynski and
Willem Waegeman},
title = {Efficient Algorithms for Set-Valued Prediction in Multi-Class Classification},
journal = {CoRR},
volume = {abs/1906.08129},
year = {2019},
url = {http://arxiv.org/abs/1906.08129},
eprinttype = {arXiv},
eprint = {1906.08129},
timestamp = {Mon, 24 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-08129.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WydmuchJKBD18,
author = {Marek Wydmuch and
Kalina Jasinska and
Mikhail Kuznetsov and
R{\'{o}}bert Busa{-}Fekete and
Krzysztof Dembczynski},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {A no-regret generalization of hierarchical softmax to extreme multi-label
classification},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {6358--6368},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/8b8388180314a337c9aa3c5aa8e2f37a-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/WydmuchJKBD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DecubberMDW18,
author = {Stijn Decubber and
Thomas Mortier and
Krzysztof Dembczynski and
Willem Waegeman},
editor = {Michele Berlingerio and
Francesco Bonchi and
Thomas G{\"{a}}rtner and
Neil Hurley and
Georgiana Ifrim},
title = {Deep F-Measure Maximization in Multi-label Classification: {A} Comparative
Study},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11051},
pages = {290--305},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-10925-7\_18},
doi = {10.1007/978-3-030-10925-7\_18},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/DecubberMDW18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/SoniPBD18,
author = {Akshay Soni and
Aasish Pappu and
R{\'{o}}bert Busa{-}Fekete and
Krzysztof Dembczynski},
editor = {Pierre{-}Antoine Champin and
Fabien Gandon and
Mounia Lalmas and
Panagiotis G. Ipeirotis},
title = {Extreme Multilabel Classification for Social Media Chairs' Welcome
and Organization},
booktitle = {Companion of the The Web Conference 2018 on The Web Conference 2018,
{WWW} 2018, Lyon , France, April 23-27, 2018},
pages = {1893--1894},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3184558.3192330},
doi = {10.1145/3184558.3192330},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/SoniPBD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-02352,
author = {Willem Waegeman and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
title = {Multi-Target Prediction: {A} Unifying View on Problems and Methods},
journal = {CoRR},
volume = {abs/1809.02352},
year = {2018},
url = {http://arxiv.org/abs/1809.02352},
eprinttype = {arXiv},
eprint = {1809.02352},
timestamp = {Fri, 05 Oct 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-02352.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-11671,
author = {Marek Wydmuch and
Kalina Jasinska and
Mikhail Kuznetsov and
R{\'{o}}bert Busa{-}Fekete and
Krzysztof Dembczynski},
title = {A no-regret generalization of hierarchical softmax to extreme multi-label
classification},
journal = {CoRR},
volume = {abs/1810.11671},
year = {2018},
url = {http://arxiv.org/abs/1810.11671},
eprinttype = {arXiv},
eprint = {1810.11671},
timestamp = {Wed, 31 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-11671.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/BengioDJKV18,
author = {Samy Bengio and
Krzysztof Dembczynski and
Thorsten Joachims and
Marius Kloft and
Manik Varma},
title = {Extreme Classification (Dagstuhl Seminar 18291)},
journal = {Dagstuhl Reports},
volume = {8},
number = {7},
pages = {62--80},
year = {2018},
url = {https://doi.org/10.4230/DagRep.8.7.62},
doi = {10.4230/DAGREP.8.7.62},
timestamp = {Thu, 24 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dagstuhl-reports/BengioDJKV18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KotlowskiD17,
author = {Wojciech Kotlowski and
Krzysztof Dembczynski},
title = {Surrogate regret bounds for generalized classification performance
metrics},
journal = {Mach. Learn.},
volume = {106},
number = {4},
pages = {549--572},
year = {2017},
url = {https://doi.org/10.1007/s10994-016-5591-7},
doi = {10.1007/S10994-016-5591-7},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/KotlowskiD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmcs/EwerthSMBGNDH17,
author = {Ralph Ewerth and
Matthias Springstein and
Eric M{\"{u}}ller and
Alexander Balz and
Jan Gehlhaar and
Tolga Naziyok and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
title = {Estimating relative depth in single images via rankboost},
booktitle = {2017 {IEEE} International Conference on Multimedia and Expo, {ICME}
2017, Hong Kong, China, July 10-14, 2017},
pages = {919--924},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/ICME.2017.8019434},
doi = {10.1109/ICME.2017.8019434},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icmcs/EwerthSMBGNDH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DembczynskiKKN17,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Oluwasanmi Koyejo and
Nagarajan Natarajan},
editor = {Doina Precup and
Yee Whye Teh},
title = {Consistency Analysis for Binary Classification Revisited},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {961--969},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/dembczynski17a.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/DembczynskiKKN17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/StockDBW16,
author = {Michiel Stock and
Krzysztof Dembczynski and
Bernard De Baets and
Willem Waegeman},
title = {Exact and efficient top-K inference for multi-target prediction by
querying separable linear relational models},
journal = {Data Min. Knowl. Discov.},
volume = {30},
number = {5},
pages = {1370--1394},
year = {2016},
url = {https://doi.org/10.1007/s10618-016-0456-z},
doi = {10.1007/S10618-016-0456-Z},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/StockDBW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/JasinskaDBPKH16,
author = {Kalina Jasinska and
Krzysztof Dembczynski and
R{\'{o}}bert Busa{-}Fekete and
Karlson Pfannschmidt and
Timo Klerx and
Eyke H{\"{u}}llermeier},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Extreme F-measure Maximization using Sparse Probability Estimates},
booktitle = {Proceedings of the 33nd International Conference on Machine Learning,
{ICML} 2016, New York City, NY, USA, June 19-24, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {48},
pages = {1435--1444},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/jasinska16.html},
timestamp = {Wed, 29 May 2019 08:41:46 +0200},
biburl = {https://dblp.org/rec/conf/icml/JasinskaDBPKH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DembczynskiKWBH16,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Willem Waegeman and
R{\'{o}}bert Busa{-}Fekete and
Eyke H{\"{u}}llermeier},
editor = {Paolo Frasconi and
Niels Landwehr and
Giuseppe Manco and
Jilles Vreeken},
title = {Consistency of Probabilistic Classifier Trees},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2016, Riva del Garda, Italy, September 19-23, 2016,
Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {9852},
pages = {511--526},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-46227-1\_32},
doi = {10.1007/978-3-319-46227-1\_32},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/DembczynskiKWBH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/StockDBW16,
author = {Michiel Stock and
Krzysztof Dembczynski and
Bernard De Baets and
Willem Waegeman},
title = {Exact and efficient top-K inference for multi-target prediction by
querying separable linear relational models},
journal = {CoRR},
volume = {abs/1606.04278},
year = {2016},
url = {http://arxiv.org/abs/1606.04278},
eprinttype = {arXiv},
eprint = {1606.04278},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/StockDBW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acml/KotlowskiD15,
author = {Wojciech Kotlowski and
Krzysztof Dembczynski},
title = {Surrogate regret bounds for generalized classification performance
metrics},
booktitle = {Proceedings of The 7th Asian Conference on Machine Learning, {ACML}
2015, Hong Kong, November 20-22, 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {45},
pages = {301--316},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v45/Kotlowski15.html},
timestamp = {Wed, 29 May 2019 08:41:47 +0200},
biburl = {https://dblp.org/rec/conf/acml/KotlowskiD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Busa-FeketeSDH15,
author = {R{\'{o}}bert Busa{-}Fekete and
Bal{\'{a}}zs Sz{\"{o}}r{\'{e}}nyi and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Online F-Measure Optimization},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {595--603},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/d1f255a373a3cef72e03aa9d980c7eca-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/Busa-FeketeSDH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KotlowskiD15,
author = {Wojciech Kotlowski and
Krzysztof Dembczynski},
title = {Surrogate regret bounds for generalized classification performance
metrics},
journal = {CoRR},
volume = {abs/1504.07272},
year = {2015},
url = {http://arxiv.org/abs/1504.07272},
eprinttype = {arXiv},
eprint = {1504.07272},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KotlowskiD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/SengeBDHHDH14,
author = {Robin Senge and
Stefan B{\"{o}}sner and
Krzysztof Dembczynski and
J{\"{o}}rg Haasenritter and
Oliver Hirsch and
Norbert Donner{-}Banzhoff and
Eyke H{\"{u}}llermeier},
title = {Reliable classification: Learning classifiers that distinguish aleatoric
and epistemic uncertainty},
journal = {Inf. Sci.},
volume = {255},
pages = {16--29},
year = {2014},
url = {https://doi.org/10.1016/j.ins.2013.07.030},
doi = {10.1016/J.INS.2013.07.030},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/isci/SengeBDHHDH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/WaegemanDJCH14,
author = {Willem Waegeman and
Krzysztof Dembczynski and
Arkadiusz Jachnik and
Weiwei Cheng and
Eyke H{\"{u}}llermeier},
title = {On the bayes-optimality of F-measure maximizers},
journal = {J. Mach. Learn. Res.},
volume = {15},
number = {1},
pages = {3333--3388},
year = {2014},
url = {https://dl.acm.org/doi/10.5555/2627435.2750352},
doi = {10.5555/2627435.2750352},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/WaegemanDJCH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/DembczynskiKGSJ13,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Przemyslaw Gawel and
Adam Szarecki and
Andrzej Jaszkiewicz},
editor = {Leszek Rutkowski and
Marcin Korytkowski and
Rafal Scherer and
Ryszard Tadeusiewicz and
Lotfi A. Zadeh and
Jacek M. Zurada},
title = {Matrix Factorization for Travel Time Estimation in Large Traffic Networks},
booktitle = {Artificial Intelligence and Soft Computing - 12th International Conference,
{ICAISC} 2013, Zakopane, Poland, June 9-13, 2013, Proceedings, Part
{II}},
series = {Lecture Notes in Computer Science},
volume = {7895},
pages = {500--510},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-38610-7\_46},
doi = {10.1007/978-3-642-38610-7\_46},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icaisc/DembczynskiKGSJ13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DembczynskiJKWH13,
author = {Krzysztof Dembczynski and
Arkadiusz Jachnik and
Wojciech Kotlowski and
Willem Waegeman and
Eyke H{\"{u}}llermeier},
title = {Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule
Approach versus Structured Loss Minimization},
booktitle = {Proceedings of the 30th International Conference on Machine Learning,
{ICML} 2013, Atlanta, GA, USA, 16-21 June 2013},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {28},
pages = {1130--1138},
publisher = {JMLR.org},
year = {2013},
url = {http://proceedings.mlr.press/v28/dembczynski13.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/DembczynskiJKWH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WaegemanDCH13,
author = {Willem Waegeman and
Krzysztof Dembczynski and
Weiwei Cheng and
Eyke H{\"{u}}llermeier},
title = {On the Bayes-optimality of F-measure maximizers},
journal = {CoRR},
volume = {abs/1310.4849},
year = {2013},
url = {http://arxiv.org/abs/1310.4849},
eprinttype = {arXiv},
eprint = {1310.4849},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WaegemanDCH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/DembczynskiWCH12,
author = {Krzysztof Dembczynski and
Willem Waegeman and
Weiwei Cheng and
Eyke H{\"{u}}llermeier},
title = {On label dependence and loss minimization in multi-label classification},
journal = {Mach. Learn.},
volume = {88},
number = {1-2},
pages = {5--45},
year = {2012},
url = {https://doi.org/10.1007/s10994-012-5285-8},
doi = {10.1007/S10994-012-5285-8},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/DembczynskiWCH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/TehraniCDH12,
author = {Ali Fallah Tehrani and
Weiwei Cheng and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
title = {Learning monotone nonlinear models using the Choquet integral},
journal = {Mach. Learn.},
volume = {89},
number = {1-2},
pages = {183--211},
year = {2012},
url = {https://doi.org/10.1007/s10994-012-5318-3},
doi = {10.1007/S10994-012-5318-3},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/TehraniCDH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adbis/GawelDSW12,
author = {Przemyslaw Gawel and
Krzysztof Dembczynski and
Robert Susmaga and
Przemyslaw Wesolek and
Piotr Zielniewicz and
Andrzej Jaszkiewicz},
editor = {Mykola Pechenizkiy and
Marek Wojciechowski},
title = {Adapting Travel Time Estimates to Current Traffic Conditions},
booktitle = {New Trends in Databases and Information Systems, Workshop Proceedings
of the 16th East European Conference, {ADBIS} 2012, Pozna{\'{n}},
Poland, September 17-21, 2012},
series = {Advances in Intelligent Systems and Computing},
volume = {185},
pages = {79--88},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-32518-2\_8},
doi = {10.1007/978-3-642-32518-2\_8},
timestamp = {Sat, 19 Oct 2019 20:00:25 +0200},
biburl = {https://dblp.org/rec/conf/adbis/GawelDSW12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adbis/GawelDKK12,
author = {Przemyslaw Gawel and
Krzysztof Dembczynski and
Wojciech Kotlowski and
Marek Kubiak and
Robert Susmaga and
Piotr Zielniewicz and
Andrzej Jaszkiewicz},
editor = {Mykola Pechenizkiy and
Marek Wojciechowski},
title = {Community Traffic: {A} Technology for the Next Generation Car Navigation},
booktitle = {New Trends in Databases and Information Systems, Workshop Proceedings
of the 16th East European Conference, {ADBIS} 2012, Pozna{\'{n}},
Poland, September 17-21, 2012},
series = {Advances in Intelligent Systems and Computing},
volume = {185},
pages = {339--348},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-32518-2\_32},
doi = {10.1007/978-3-642-32518-2\_32},
timestamp = {Sun, 21 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/adbis/GawelDKK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/DembczynskiWH12,
author = {Krzysztof Dembczynski and
Willem Waegeman and
Eyke H{\"{u}}llermeier},
editor = {Luc De Raedt and
Christian Bessiere and
Didier Dubois and
Patrick Doherty and
Paolo Frasconi and
Fredrik Heintz and
Peter J. F. Lucas},
title = {An Analysis of Chaining in Multi-Label Classification},
booktitle = {{ECAI} 2012 - 20th European Conference on Artificial Intelligence.
Including Prestigious Applications of Artificial Intelligence {(PAIS-2012)}
System Demonstrations Track, Montpellier, France, August 27-31 , 2012},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {242},
pages = {294--299},
publisher = {{IOS} Press},
year = {2012},
url = {https://doi.org/10.3233/978-1-61499-098-7-294},
doi = {10.3233/978-1-61499-098-7-294},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ecai/DembczynskiWH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DembczynskiKH12,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Eyke H{\"{u}}llermeier},
title = {Consistent Multilabel Ranking through Univariate Losses},
booktitle = {Proceedings of the 29th International Conference on Machine Learning,
{ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
publisher = {icml.cc / Omnipress},
year = {2012},
url = {http://icml.cc/2012/papers/661.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/DembczynskiKH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rsctc/ChengDHJW12,
author = {Weiwei Cheng and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier and
Adrian Jaroszewicz and
Willem Waegeman},
editor = {Jingtao Yao and
Yan Yang and
Roman Slowinski and
Salvatore Greco and
Huaxiong Li and
Sushmita Mitra and
Lech Polkowski},
title = {F-Measure Maximization in Topical Classification},
booktitle = {Rough Sets and Current Trends in Computing - 8th International Conference,
{RSCTC} 2012, Chengdu, China, August 17-20, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7413},
pages = {439--446},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-32115-3\_52},
doi = {10.1007/978-3-642-32115-3\_52},
timestamp = {Tue, 20 Aug 2024 07:54:44 +0200},
biburl = {https://dblp.org/rec/conf/rsctc/ChengDHJW12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KotlowskiDH11,
author = {Wojciech Kotlowski and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
editor = {Lise Getoor and
Tobias Scheffer},
title = {Bipartite Ranking through Minimization of Univariate Loss},
booktitle = {Proceedings of the 28th International Conference on Machine Learning,
{ICML} 2011, Bellevue, Washington, USA, June 28 - July 2, 2011},
pages = {1113--1120},
publisher = {Omnipress},
year = {2011},
url = {https://icml.cc/2011/papers/567\_icmlpaper.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/KotlowskiDH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/TehraniCDH11,
author = {Ali Fallah Tehrani and
Weiwei Cheng and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
editor = {Myra Spiliopoulou and
Andreas N{\"{u}}rnberger and
Ren{\'{e}} Schult},
title = {Learning Monotone Nonlinear Models using the Choquet Integral},
booktitle = {Report of the symposium "Lernen, Wissen, Adaptivit{\"{a}}t 2011"
of the {GI} special interest groups KDML, {IR} and WM, {LWA} 2011,
Magdeburg, 28.-30.September 2011},
pages = {81--88},
publisher = {Fakult{\"{a}}t f{\"{u}}r Informatik, Otto-von-Guericke-Universit{\"{a}}t
Magdeburg},
year = {2011},
timestamp = {Tue, 14 Feb 2023 10:59:16 +0100},
biburl = {https://dblp.org/rec/conf/lwa/TehraniCDH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DembczynskiWCH11,
author = {Krzysztof Dembczynski and
Willem Waegeman and
Weiwei Cheng and
Eyke H{\"{u}}llermeier},
editor = {John Shawe{-}Taylor and
Richard S. Zemel and
Peter L. Bartlett and
Fernando C. N. Pereira and
Kilian Q. Weinberger},
title = {An Exact Algorithm for F-Measure Maximization},
booktitle = {Advances in Neural Information Processing Systems 24: 25th Annual
Conference on Neural Information Processing Systems 2011. Proceedings
of a meeting held 12-14 December 2011, Granada, Spain},
pages = {1404--1412},
year = {2011},
url = {https://proceedings.neurips.cc/paper/2011/hash/71ad16ad2c4d81f348082ff6c4b20768-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/DembczynskiWCH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/TehraniCDH11,
author = {Ali Fallah Tehrani and
Weiwei Cheng and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
editor = {Dimitrios Gunopulos and
Thomas Hofmann and
Donato Malerba and
Michalis Vazirgiannis},
title = {Learning Monotone Nonlinear Models Using the Choquet Integral},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2011, Athens, Greece, September 5-9, 2011, Proceedings,
Part {III}},
series = {Lecture Notes in Computer Science},
volume = {6913},
pages = {414--429},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-23808-6\_27},
doi = {10.1007/978-3-642-23808-6\_27},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/TehraniCDH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/DembczynskiKS10,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
title = {{ENDER:} a statistical framework for boosting decision rules},
journal = {Data Min. Knowl. Discov.},
volume = {21},
number = {1},
pages = {52--90},
year = {2010},
url = {https://doi.org/10.1007/s10618-010-0177-7},
doi = {10.1007/S10618-010-0177-7},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/DembczynskiKS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChengDH10,
author = {Weiwei Cheng and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
editor = {Johannes F{\"{u}}rnkranz and
Thorsten Joachims},
title = {Label Ranking Methods based on the Plackett-Luce Model},
booktitle = {Proceedings of the 27th International Conference on Machine Learning
(ICML-10), June 21-24, 2010, Haifa, Israel},
pages = {215--222},
publisher = {Omnipress},
year = {2010},
url = {https://icml.cc/Conferences/2010/papers/353.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ChengDH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChengDH10a,
author = {Weiwei Cheng and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
editor = {Johannes F{\"{u}}rnkranz and
Thorsten Joachims},
title = {Graded Multilabel Classification: The Ordinal Case},
booktitle = {Proceedings of the 27th International Conference on Machine Learning
(ICML-10), June 21-24, 2010, Haifa, Israel},
pages = {223--230},
publisher = {Omnipress},
year = {2010},
url = {https://icml.cc/Conferences/2010/papers/596.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ChengDH10a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DembczynskiCH10,
author = {Krzysztof Dembczynski and
Weiwei Cheng and
Eyke H{\"{u}}llermeier},
editor = {Johannes F{\"{u}}rnkranz and
Thorsten Joachims},
title = {Bayes Optimal Multilabel Classification via Probabilistic Classifier
Chains},
booktitle = {Proceedings of the 27th International Conference on Machine Learning
(ICML-10), June 21-24, 2010, Haifa, Israel},
pages = {279--286},
publisher = {Omnipress},
year = {2010},
url = {https://icml.cc/Conferences/2010/papers/589.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/DembczynskiCH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/ChengDH10,
author = {Weiwei Cheng and
Krzysztof Dembczynski and
Eyke H{\"{u}}llermeier},
editor = {Martin Atzmueller and
Dominik Benz and
Andreas Hotho and
Gerd Stumme},
title = {Graded Multilabel Classification: The Ordinal Case},
booktitle = {{LWA} 2010 - Lernen, Wissen {\&} Adaptivit{\"{a}}t, Workshop
Proceedings, Kassel, 4.-6. Oktober 2010},
pages = {39--45},
year = {2010},
url = {http://www.kde.cs.uni-kassel.de/conf/lwa10/papers/kdml18.pdf},
timestamp = {Thu, 12 Mar 2020 11:39:39 +0100},
biburl = {https://dblp.org/rec/conf/lwa/ChengDH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DembczynskiWCH10,
author = {Krzysztof Dembczynski and
Willem Waegeman and
Weiwei Cheng and
Eyke H{\"{u}}llermeier},
editor = {Jos{\'{e}} L. Balc{\'{a}}zar and
Francesco Bonchi and
Aristides Gionis and
Mich{\`{e}}le Sebag},
title = {Regret Analysis for Performance Metrics in Multi-Label Classification:
The Case of Hamming and Subset Zero-One Loss},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML} {PKDD} 2010, Barcelona, Spain, September 20-24, 2010, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {6321},
pages = {280--295},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-15880-3\_24},
doi = {10.1007/978-3-642-15880-3\_24},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/DembczynskiWCH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/daglib/p/DembczynskiKSS10,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski and
Marcin Szelag},
editor = {Johannes F{\"{u}}rnkranz and
Eyke H{\"{u}}llermeier},
title = {Learning of Rule Ensembles for Multiple Attribute Ranking Problems},
booktitle = {Preference Learning},
pages = {217--247},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-14125-6\_11},
doi = {10.1007/978-3-642-14125-6\_11},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/daglib/p/DembczynskiKSS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sci/DembczynskiKS10,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Jacek Koronacki and
Zbigniew W. Ras and
Slawomir T. Wierzchon and
Janusz Kacprzyk},
title = {Beyond Sequential Covering - Boosted Decision Rules},
booktitle = {Advances in Machine Learning {I:} Dedicated to the Memory of Professor
Ryszard S. Michalski},
series = {Studies in Computational Intelligence},
volume = {262},
pages = {209--225},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-05177-7\_10},
doi = {10.1007/978-3-642-05177-7\_10},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/sci/DembczynskiKS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eor/DembczynskiGS09,
author = {Krzysztof Dembczynski and
Salvatore Greco and
Roman Slowinski},
title = {Rough set approach to multiple criteria classification with imprecise
evaluations and assignments},
journal = {Eur. J. Oper. Res.},
volume = {198},
number = {2},
pages = {626--636},
year = {2009},
url = {https://doi.org/10.1016/j.ejor.2008.09.033},
doi = {10.1016/J.EJOR.2008.09.033},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eor/DembczynskiGS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fuin/DembczynskiKS09,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
title = {Learning Rule Ensembles for Ordinal Classification with Monotonicity
Constraints},
journal = {Fundam. Informaticae},
volume = {94},
number = {2},
pages = {163--178},
year = {2009},
url = {https://doi.org/10.3233/FI-2009-124},
doi = {10.3233/FI-2009-124},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fuin/DembczynskiKS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fuin/DembczynskiKS08,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Marcin Sydow},
title = {Effective Prediction of Web User Behaviour with User-Level Models},
journal = {Fundam. Informaticae},
volume = {89},
number = {2-3},
pages = {189--206},
year = {2008},
url = {http://content.iospress.com/articles/fundamenta-informaticae/fi89-2-3-02},
timestamp = {Fri, 18 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fuin/DembczynskiKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/KotlowskiDGS08,
author = {Wojciech Kotlowski and
Krzysztof Dembczynski and
Salvatore Greco and
Roman Slowinski},
title = {Stochastic dominance-based rough set model for ordinal classification},
journal = {Inf. Sci.},
volume = {178},
number = {21},
pages = {4019--4037},
year = {2008},
url = {https://doi.org/10.1016/j.ins.2008.06.013},
doi = {10.1016/J.INS.2008.06.013},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/isci/KotlowskiDGS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/DembczynskiKS08,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Leszek Rutkowski and
Ryszard Tadeusiewicz and
Lotfi A. Zadeh and
Jacek M. Zurada},
title = {Solving Regression by Learning an Ensemble of Decision Rules},
booktitle = {Artificial Intelligence and Soft Computing - {ICAISC} 2008, 9th International
Conference, Zakopane, Poland, June 22-26, 2008, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5097},
pages = {533--544},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-69731-2\_52},
doi = {10.1007/978-3-540-69731-2\_52},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icaisc/DembczynskiKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DembczynskiKS08,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Maximum likelihood rule ensembles},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {224--231},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390185},
doi = {10.1145/1390156.1390185},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/DembczynskiKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rskt/DembczynskiKS08,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Guoyin Wang and
Tianrui Li and
Jerzy W. Grzymala{-}Busse and
Duoqian Miao and
Andrzej Skowron and
Yiyu Yao},
title = {Ensemble of Decision Rules for Ordinal Classification with Monotonicity
Constraints},
booktitle = {Rough Sets and Knowledge Technology, Third International Conference,
{RSKT} 2008, Chengdu, China, May 17-19, 2008. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5009},
pages = {260--267},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-79721-0\_38},
doi = {10.1007/978-3-540-79721-0\_38},
timestamp = {Tue, 20 Aug 2024 07:54:43 +0200},
biburl = {https://dblp.org/rec/conf/rskt/DembczynskiKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/DembczynskiKS07,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Zbigniew W. Ras and
Shusaku Tsumoto and
Djamel A. Zighed},
title = {Ordinal Classification with Decision Rules},
booktitle = {Mining Complex Data, {ECML/PKDD} 2007 Third International Workshop,
{MCD} 2007, Warsaw, Poland, September 17-21, 2007, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {4944},
pages = {169--181},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-68416-9\_14},
doi = {10.1007/978-3-540-68416-9\_14},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ecml/DembczynskiKS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DembczynskiGKS07,
author = {Krzysztof Dembczynski and
Salvatore Greco and
Wojciech Kotlowski and
Roman Slowinski},
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 = {Statistical Model for Rough Set Approach to Multicriteria Classification},
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 = {164--175},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74976-9\_18},
doi = {10.1007/978-3-540-74976-9\_18},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/DembczynskiGKS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rsfdgrc/DembczynskiGKS07,
author = {Krzysztof Dembczynski and
Salvatore Greco and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Aijun An and
Jerzy Stefanowski and
Sheela Ramanna and
Cory J. Butz and
Witold Pedrycz and
Guoyin Wang},
title = {Relationship Between Loss Functions and Confirmation Measures},
booktitle = {Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, 11th International
Conference, RSFDGrC 2007, Toronto, Canada, May 14-16, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4482},
pages = {338--345},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-72530-5\_40},
doi = {10.1007/978-3-540-72530-5\_40},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/rsfdgrc/DembczynskiGKS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rskt/DembczynskiGKS07,
author = {Krzysztof Dembczynski and
Salvatore Greco and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Jingtao Yao and
Pawan Lingras and
Wei{-}Zhi Wu and
Marcin S. Szczuka and
Nick Cercone and
Dominik Slezak},
title = {Optimized Generalized Decision in Dominance-Based Rough Set Approach},
booktitle = {Rough Sets and Knowledge Technology, Second International Conference,
{RSKT} 2007, Toronto, Canada, May 14-16, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4481},
pages = {118--125},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-72458-2\_14},
doi = {10.1007/978-3-540-72458-2\_14},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/rskt/DembczynskiGKS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dawak/BlaszczynskiDKP06,
author = {Jerzy Blaszczynski and
Krzysztof Dembczynski and
Wojciech Kotlowski and
Mariusz Pawlowski},
editor = {A Min Tjoa and
Juan Trujillo},
title = {Mining Direct Marketing Data by Ensembles of Weak Learners and Rough
Set Methods},
booktitle = {Data Warehousing and Knowledge Discovery, 8th International Conference,
DaWaK 2006, Krakow, Poland, September 4-8, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4081},
pages = {218--227},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11823728\_21},
doi = {10.1007/11823728\_21},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dawak/BlaszczynskiDKP06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/BlaszczynskiDS06,
author = {Jerzy Blaszczynski and
Krzysztof Dembczynski and
Roman Slowinski},
editor = {Leszek Rutkowski and
Ryszard Tadeusiewicz and
Lotfi A. Zadeh and
Jacek M. Zurada},
title = {Interactive Analysis of Preference-Ordered Data Using Dominance-Based
Rough Set Approach},
booktitle = {Artificial Intelligence and Soft Computing - {ICAISC} 2006, 8th International
Conference, Zakopane, Poland, June 25-29, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4029},
pages = {489--498},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11785231\_52},
doi = {10.1007/11785231\_52},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icaisc/BlaszczynskiDS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/DembczynskiKS06,
author = {Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Leszek Rutkowski and
Ryszard Tadeusiewicz and
Lotfi A. Zadeh and
Jacek M. Zurada},
title = {Additive Preference Model with Piecewise Linear Components Resulting
from Dominance-Based Rough Set Approximations},
booktitle = {Artificial Intelligence and Soft Computing - {ICAISC} 2006, 8th International
Conference, Zakopane, Poland, June 25-29, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4029},
pages = {499--508},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11785231\_53},
doi = {10.1007/11785231\_53},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icaisc/DembczynskiKS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rsctc/BlaszczynskiDKSS06,
author = {Jerzy Blaszczynski and
Krzysztof Dembczynski and
Wojciech Kotlowski and
Roman Slowinski and
Marcin Szelag},
editor = {Salvatore Greco and
Yutaka Hata and
Shoji Hirano and
Masahiro Inuiguchi and
Sadaaki Miyamoto and
Hung Son Nguyen and
Roman Slowinski},
title = {Ensembles of Decision Rules for Solving Binary Classification Problems
in the Presence of Missing Values},
booktitle = {Rough Sets and Current Trends in Computing, 5th International Conference,
{RSCTC} 2006, Kobe, Japan, November 6-8, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4259},
pages = {224--234},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11908029\_25},
doi = {10.1007/11908029\_25},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/rsctc/BlaszczynskiDKSS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rsctc/DembczynskiGKS06,
author = {Krzysztof Dembczynski and
Salvatore Greco and
Wojciech Kotlowski and
Roman Slowinski},
editor = {Salvatore Greco and
Yutaka Hata and
Shoji Hirano and
Masahiro Inuiguchi and
Sadaaki Miyamoto and
Hung Son Nguyen and
Roman Slowinski},
title = {Quality of Rough Approximation in Multi-criteria Classification Problems},
booktitle = {Rough Sets and Current Trends in Computing, 5th International Conference,
{RSCTC} 2006, Kobe, Japan, November 6-8, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4259},
pages = {318--327},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11908029\_34},
doi = {10.1007/11908029\_34},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/rsctc/DembczynskiGKS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/awic/DembczynskiHP05,
author = {Krzysztof Dembczynski and
Maciej Hapke and
Dominik Przybyl},
editor = {Piotr S. Szczepaniak and
Janusz Kacprzyk and
Adam Niewiadomski},
title = {Flexible Querying with Fuzzy Projection},
booktitle = {Advances in Web Intelligence Third International Atlantic Web IntelligenceConference,
{AWIC} 2005, Lodz, Poland, June 6-9, 2005, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3528},
pages = {120--125},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11495772\_20},
doi = {10.1007/11495772\_20},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/awic/DembczynskiHP05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rsfdgrc/DembczynskiGS05,
author = {Krzysztof Dembczynski and
Salvatore Greco and
Roman Slowinski},
editor = {Dominik Slezak and
Guoyin Wang and
Marcin S. Szczuka and
Ivo D{\"{u}}ntsch and
Yiyu Yao},
title = {Second-Order Rough Approximations in Multi-criteria Classification
with Imprecise Evaluations and Assignments},
booktitle = {Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, 10th
International Conference, RSFDGrC 2005, Regina, Canada, August 31
- September 3, 2005, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {3641},
pages = {54--63},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11548669\_6},
doi = {10.1007/11548669\_6},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/rsfdgrc/DembczynskiGS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/entcs/DembczynskiPS03,
author = {Krzysztof Dembczynski and
Roman Pindur and
Robert Susmaga},
editor = {Andrzej Skowron and
Marcin S. Szczuka},
title = {Dominance-based Rough Set Classifier without Induction of Decision
Rules},
booktitle = {International Workshop on Rough Sets in Knowledge Discovery and Soft
Computing, {RSKD} 2003, Satellite Event for {ETAPS} 2003, Warsaw,
Poland, April 12-13, 2003},
series = {Electronic Notes in Theoretical Computer Science},
volume = {82},
number = {4},
pages = {84--95},
publisher = {Elsevier},
year = {2003},
url = {https://doi.org/10.1016/S1571-0661(04)80708-4},
doi = {10.1016/S1571-0661(04)80708-4},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/entcs/DembczynskiPS03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/entcs/DembczynskiPS03a,
author = {Krzysztof Dembczynski and
Roman Pindur and
Robert Susmaga},
editor = {Andrzej Skowron and
Marcin S. Szczuka},
title = {Generation of Exhaustive Set of Rules within Dominance-based Rough
Set Approach},
booktitle = {International Workshop on Rough Sets in Knowledge Discovery and Soft
Computing, {RSKD} 2003, Satellite Event for {ETAPS} 2003, Warsaw,
Poland, April 12-13, 2003},
series = {Electronic Notes in Theoretical Computer Science},
volume = {82},
number = {4},
pages = {96--107},
publisher = {Elsevier},
year = {2003},
url = {https://doi.org/10.1016/S1571-0661(04)80709-6},
doi = {10.1016/S1571-0661(04)80709-6},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/entcs/DembczynskiPS03a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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