| 2012 | ||
|---|---|---|
| j9 | Krzysztof Dembczynski, Willem Waegeman, Weiwei Cheng, Eyke Hüllermeier: On label dependence and loss minimization in multi-label classification. Machine Learning 88(1-2): 5-45 (2012) | |
| j8 | Ali Fallah Tehrani, Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier: Learning monotone nonlinear models using the Choquet integral. Machine Learning 89(1-2): 183-211 (2012) | |
| c26 | Przemyslaw Gawel, Krzysztof Dembczynski, Robert Susmaga, Przemyslaw Wesolek, Piotr Zielniewicz, Andrzej Jaszkiewicz: Adapting Travel Time Estimates to Current Traffic Conditions. ADBIS Workshops 2012: 79-88 | |
| c25 | Przemyslaw Gawel, Krzysztof Dembczynski, Wojciech Kotlowski, Marek Kubiak, Robert Susmaga, Piotr Zielniewicz, Andrzej Jaszkiewicz: Community Traffic: A Technology for the Next Generation Car Navigation. ADBIS Workshops 2012: 339-348 | |
| c24 | Krzysztof Dembczynski, Willem Waegeman, Eyke Hüllermeier: An Analysis of Chaining in Multi-Label Classification. ECAI 2012: 294-299 | |
| c23 | Krzysztof Dembczynski, Wojciech Kotlowski, Eyke Hüllermeier: Consistent Multilabel Ranking through Univariate Losses. ICML 2012 | |
| c22 | Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier, Adrian Jaroszewicz, Willem Waegeman: F-Measure Maximization in Topical Classification. RSCTC 2012: 439-446 | |
| 2011 | ||
| c21 | Wojciech Kotlowski, Krzysztof Dembczynski, Eyke Hüllermeier: Bipartite Ranking through Minimization of Univariate Loss. ICML 2011: 1113-1120 | |
| c20 | Krzysztof Dembczynski, Willem Waegeman, Weiwei Cheng, Eyke Hüllermeier: An Exact Algorithm for F-Measure Maximization. NIPS 2011: 1404-1412 | |
| c19 | Ali Fallah Tehrani, Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier: Learning Monotone Nonlinear Models Using the Choquet Integral. ECML/PKDD (3) 2011: 414-429 | |
| 2010 | ||
| j7 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: ENDER: a statistical framework for boosting decision rules. Data Min. Knowl. Discov. 21(1): 52-90 (2010) | |
| c18 | Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier: Label Ranking Methods based on the Plackett-Luce Model. ICML 2010: 215-222 | |
| c17 | Weiwei Cheng, Krzysztof Dembczynski, Eyke Hüllermeier: Graded Multilabel Classification: The Ordinal Case. ICML 2010: 223-230 | |
| c16 | Krzysztof Dembczynski, Weiwei Cheng, Eyke Hüllermeier: Bayes Optimal Multilabel Classification via Probabilistic Classifier Chains. ICML 2010: 279-286 | |
| c15 | Krzysztof Dembczynski, Willem Waegeman, Weiwei Cheng, Eyke Hüllermeier: Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss. ECML/PKDD (1) 2010: 280-295 | |
| p1 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: Beyond Sequential Covering - Boosted Decision Rules. Advances in Machine Learning I 2010: 209-225 | |
| 2009 | ||
| j6 | Krzysztof Dembczynski, Salvatore Greco, Roman Slowinski: Rough set approach to multiple criteria classification with imprecise evaluations and assignments. European Journal of Operational Research 198(2): 626-636 (2009) | |
| j5 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: Learning Rule Ensembles for Ordinal Classification with Monotonicity Constraints. Fundam. Inform. 94(2): 163-178 (2009) | |
| 2008 | ||
| j4 | Krzysztof Dembczynski, Wojciech Kotlowski, Marcin Sydow: Effective Prediction of Web User Behaviour with User-Level Models. Fundam. Inform. 89(2-3): 189-206 (2008) | |
| j3 | Wojciech Kotlowski, Krzysztof Dembczynski, Salvatore Greco, Roman Slowinski: Stochastic dominance-based rough set model for ordinal classification. Inf. Sci. 178(21): 4019-4037 (2008) | |
| c14 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: Solving Regression by Learning an Ensemble of Decision Rules. ICAISC 2008: 533-544 | |
| c13 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: Maximum likelihood rule ensembles. ICML 2008: 224-231 | |
| c12 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: Ensemble of Decision Rules for Ordinal Classification with Monotonicity Constraints. RSKT 2008: 260-267 | |
| 2007 | ||
| c11 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: Ordinal Classification with Decision Rules. MCD 2007: 169-181 | |
| c10 | Krzysztof Dembczynski, Salvatore Greco, Wojciech Kotlowski, Roman Slowinski: Statistical Model for Rough Set Approach to Multicriteria Classification. PKDD 2007: 164-175 | |
| c9 | Krzysztof Dembczynski, Salvatore Greco, Wojciech Kotlowski, Roman Slowinski: Relationship Between Loss Functions and Confirmation Measures. RSFDGrC 2007: 338-345 | |
| c8 | Krzysztof Dembczynski, Salvatore Greco, Wojciech Kotlowski, Roman Slowinski: Optimized Generalized Decision in Dominance-Based Rough Set Approach. RSKT 2007: 118-125 | |
| 2006 | ||
| c7 | Jerzy Blaszczynski, Krzysztof Dembczynski, Wojciech Kotlowski, Mariusz Pawlowski: Mining Direct Marketing Data by Ensembles of Weak Learners and Rough Set Methods. DaWaK 2006: 218-227 | |
| c6 | Jerzy Blaszczynski, Krzysztof Dembczynski, Roman Slowinski: Interactive Analysis of Preference-Ordered Data Using Dominance-Based Rough Set Approach. ICAISC 2006: 489-498 | |
| c5 | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski: Additive Preference Model with Piecewise Linear Components Resulting from Dominance-Based Rough Set Approximations. ICAISC 2006: 499-508 | |
| c4 | Jerzy Blaszczynski, Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski, Marcin Szelag: Ensembles of Decision Rules for Solving Binary Classification Problems in the Presence of Missing Values. RSCTC 2006: 224-234 | |
| c3 | Krzysztof Dembczynski, Salvatore Greco, Wojciech Kotlowski, Roman Slowinski: Quality of Rough Approximation in Multi-criteria Classification Problems. RSCTC 2006: 318-327 | |
| 2005 | ||
| c2 | Krzysztof Dembczynski, Maciej Hapke, Dominik Przybyl: Flexible Querying with Fuzzy Projection. AWIC 2005: 120-125 | |
| c1 | Krzysztof Dembczynski, Salvatore Greco, Roman Slowinski: Second-Order Rough Approximations in Multi-criteria Classification with Imprecise Evaluations and Assignments. RSFDGrC (1) 2005: 54-63 | |
| 2003 | ||
| j2 | Krzysztof Dembczynski, Roman Pindur, Robert Susmaga: Dominance-based Rough Set Classifier without Induction of Decision Rules. Electr. Notes Theor. Comput. Sci. 82(4): 84-95 (2003) | |
| j1 | Krzysztof Dembczynski, Roman Pindur, Robert Susmaga: Generation of Exhaustive Set of Rules within Dominance-based Rough Set Approach. Electr. Notes Theor. Comput. Sci. 82(4): 96-107 (2003) | |
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