Publications

@inproceedings{Dembczynski_et_al_2008, Author = {Dembczy{\'n}ski, K. and Kot{\l}owski, W. and S{\l}owi{\'n}ski, R.}, Booktitle = {ICML}, Location = {Helsinki, Finland}, Pages = {224-231}, Publisher = {Omnipress}, Title = {Maximum likelihood rule ensembles}, Year = {2008}}

@article{Dembczynski_et_al_2010a, Author = {Dembczy{\'n}ski, K. and Kot{\l}owski, W. and S{\l}owi{\'n}ski, R.}, Journal = {Data Min. Knowl. Discov.}, Number = {1}, Pages = {52-90}, Title = {{ENDER} - a statistical framework for boosting decision rules}, Volume = {21}, Year = {2010}}

@inproceedings{Dembczynski_et_al_2010c, Author = {Dembczy{\'n}ski, K. and Cheng, W. and H\"ullermeier, E.}, Booktitle = {ICML}, Location = {Haifa, Israel}, Pages = {279-286}, Publisher = {Omnipress}, Title = {Bayes Optimal Multilabel Classification via Probabilistic Classifier Chains}, Year = {2010}}

@inproceedings{Dembczynski_et_al_2010d, Author = {Dembczy{\'n}ski, K. and Waegeman, W. and Cheng, W. and H\"ullermeier, E.}, Booktitle = {ECML/PKDD}, Location = {Barcelona, Spain}, Pages = {280-295}, Publisher = {Springer}, Title = {Regret Analysis for Performance Metrics in Multi-Label Classication: The Case of Hamming and Subset Zero-One Loss}, Year = {2010}}

@inproceedings{Dembczynski_et_al_2010e, Author = {Dembczy{\'n}ski, K. and Waegeman, W. and Cheng, W. and H\"ullermeier, E.}, Booktitle = {MLD, in ICML/COLT}, Location = {Haifa, Israel}, Title = {On Label Dependence in Multi-Label Classification}, Year = {2010}}

@inproceedings{Dembczynski_et_al_2011, Author = {Dembczy{\'n}ski, K. and Waegeman, W. and Cheng, W. and H\"ullermeier, E.}, Booktitle = {NIPS}, Title = {An exact algorithm for {F}-measure maximization}, Volume = {25}, Year = {2011}}

@article{Dembczynski_et_al_2012a, Author = {Dembczy{\'n}ski, K. and Kot{\l}owski, W. and Waegeman, W. and Cheng, W. and H{\"u}llermeier, E.}, Journal = {Machine Learning}, Pages = {5-45}, Title = {On Loss Minimization and Label Dependence in Multi-Label Classification}, Volume = {88}, Year = {2012}}

@inproceedings{Dembczynski_et_al_2012b, Author = {Dembczynski, K. and Kotlowski, W. and H{\"u}llermeier, E.}, Booktitle = {ICML}, Title = {Consistent Multilabel Ranking through Univariate Losses}, Year = {2012}}

@inproceedings{Dembczynski_et_al_2013, Author = {Dembczynski, K. and Jachnik, A. and Kotlowski, W. and Waegeman, W. and H{\"u}llermeier, E.}, Booktitle = {ICML}, Title = {Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization}, Year = {2013}}

@InProceedings{Jasinska_et_al_2016, author = {K. Jasinska and K. Dembczynski and R. Busa-Fekete and K. Pfannschmidt and T. Klerx and E. H{\"{u}}llermeier}, title = {Extreme {F}-measure Maximization using Sparse Probability Estimates}, booktitle = {International Confernece on Machine Learning (ICML)}, year = {2016}, date-added = {2016-07-02 11:43:48 +0000}, date-modified = {2016-07-02 11:45:41 +0000}, }

@InProceedings{Kotlowski_Dembczynski_2015, author = {W. Kot{\l}owski and K. Dembczynski}, title = {Surrogate regret bounds for generalized classification performance metrics}, booktitle = {ACML}, year = {2015}, date-added = {2015-10-17 06:54:01 +0000}, date-modified = {2016-05-26 07:48:39 +0000}, }

@article{Jasinska_at_el_2016b, author = {Kalina Jasinska and Nikos Karampatziakis}, title = {Log-time and Log-space Extreme Classification}, journal = {CoRR}, volume = {abs/1611.01964}, year = {2016}, }