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155 Publications


2014 | Conference Paper | LibreCat-ID: 10247
@inproceedings{Busa-Fekete_Szörényi_Hüllermeier_2014, title={PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences}, booktitle={Proceedings AAAI 2014, Quebec, Canada}, author={Busa-Fekete, Robert and Szörényi, B. and Hüllermeier, Eyke}, year={2014}, pages={1701–1707} }
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2014 | Journal Article | LibreCat-ID: 10297
@article{Hoffmann_Hüllermeier_Kroll_2014, title={Ausgewählte Beiträge des GMA-Fachausschusses 5.14}, volume={62}, number={10}, journal={Computational Intelligence Automatisierungstechnik}, author={Hoffmann, F. and Hüllermeier, Eyke and Kroll, A.}, year={2014}, pages={685–686} }
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2014 | Journal Article | LibreCat-ID: 10312
@article{Mernberger_Moog_Stork_Zauner_Maier_Hüllermeier_2014, title={Protein Sub-Cellular Localization Prediction for Special compartments via Optimized Time Series Distances}, volume={12}, number={1}, journal={J. Bioinformatics and Computational Biology}, author={Mernberger, M. and Moog, M. and Stork, S. and Zauner, S. and Maier, U.G. and Hüllermeier, Eyke}, year={2014} }
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2014 | Journal Article | LibreCat-ID: 10317
@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended Graph-Based Models for Enhanced Similarity Search in Cavbase}, volume={11}, number={5}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890} }
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2014 | Conference Paper | LibreCat-ID: 447
@inproceedings{Jungmann_Mohr_Kleinjohann_2014, title={Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services}, DOI={10.1109/SERVICES.2014.68}, booktitle={Proceedings of the 10th World Congress on Services (SERVICES)}, author={Jungmann, Alexander and Mohr, Felix and Kleinjohann, Bernd}, year={2014}, pages={346–353} }
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2014 | Conference Paper | LibreCat-ID: 353
@inproceedings{Mohr_Walther_2014, series={LNCS}, title={Template-based Generation of Semantic Services}, DOI={10.1007/978-3-319-14130-5_14}, booktitle={Proceedings of the 14th International Conference on Software Reuse (ICSR)}, author={Mohr, Felix and Walther, Sven}, year={2014}, pages={188–203}, collection={LNCS} }
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2014 | Conference Paper | LibreCat-ID: 428
@inproceedings{Mohr_2014, series={LNCS}, title={Estimating Functional Reusability of Services}, booktitle={Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC)}, author={Mohr, Felix}, year={2014}, pages={411–418}, collection={LNCS} }
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2014 | Conference Paper | LibreCat-ID: 10248
@inproceedings{Busa-Fekete_Hüllermeier_2014, title={A Survey of Preference-Based Online Learning with Bandit Algorithms}, booktitle={Proceedings Int. Conf. on Algorithmic Learning Theory (ALT), Bled, Slovenia}, author={Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2014}, pages={18–39} }
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2014 | Conference Paper | LibreCat-ID: 10250
@inproceedings{Fallah Tehrani_Strickert_Hüllermeier_2014, title={The Choquet kernel for monotone data}, booktitle={Proceedings ESANN , Bruges, Belgium}, author={Fallah Tehrani, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014} }
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2014 | Journal Article | LibreCat-ID: 10298
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={28}, number={5–6}, journal={Data Min. Knowledge Discovery}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1129–1133} }
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2014 | Journal Article | LibreCat-ID: 10318
@article{Stock_Fober_Hüllermeier_Glinca_Klebe_Pahikkala_Airola_De Baets_Wageman_2014, title={Identification of Functionally Releated Enzymes by Learning to Rank Methods}, volume={11}, number={6}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Stock, M. and Fober, T. and Hüllermeier, Eyke and Glinca, S and Klebe, G. and Pahikkala, T. and Airola, A. and De Baets, B. and Wageman, W.}, year={2014}, pages={1157–1169} }
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2014 | Journal Article | LibreCat-ID: 10313
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={97}, number={1–2}, journal={Machine Learning}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1–3} }
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2014 | Conference Paper | LibreCat-ID: 10251
@inproceedings{Abdel-Aziz_Strickert_Hüllermeier_2014, title={Learning Solution Similarity in Preference-Based CBR}, booktitle={Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland}, author={Abdel-Aziz, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={17–31} }
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2014 | Conference Paper | LibreCat-ID: 10249
@inproceedings{Henzgen_Hüllermeier_2014, title={Mining Rank Data}, booktitle={Proceedings Discovery Science, Bled,Slovenia }, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2014}, pages={123–134} }
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2014 | Journal Article | LibreCat-ID: 10299
@article{Henzgen_Strickert_Hüllermeier_2014, title={Visualization of evolving fuzzy rule-based systems}, volume={5}, number={3}, journal={Evolving Systems}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={175–191} }
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2014 | Journal Article | LibreCat-ID: 10314
@article{Busa-Fekete_Szörényi_Weng_Cheng_Hüllermeier_2014, title={Preference-Based Reinforcement Learning: evolutionary direct policy search using a preference-based racing algorithm}, volume={97}, number={3}, journal={Machine Learning}, author={Busa-Fekete, Robert and Szörényi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014}, pages={327–351} }
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2014 | Conference Paper | LibreCat-ID: 10295
@inproceedings{Fürnkranz_Hüllermeier_Rudin_Slowinski_Sanner_2014, title={Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports}, volume={4}, number={3}, author={Fürnkranz, J. and Hüllermeier, Eyke and Rudin, Cynthia and Slowinski, Roman and Sanner, Scott}, year={2014}, pages={1–27} }
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2014 | Journal Article | LibreCat-ID: 10308
@article{Hüllermeier_2014, title={Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1519–1534} }
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2014 | Journal Article | LibreCat-ID: 10315
@article{Montanés_Senge_Barranquero_Quevedo_Del Coz_Hüllermeier_2014, title={Dependent binary relevance models for multi-label classification}, volume={47}, number={3}, journal={Pattern Recognition}, author={Montanés, E. and Senge, Robin and Barranquero, J. and Quevedo, J.R. and Del Coz, J.J. and Hüllermeier, Eyke}, year={2014}, pages={1494–1508} }
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2014 | Journal Article | LibreCat-ID: 10310
@article{Strickert_Bunte_Schleif_Hüllermeier_2014, title={Correlation-based embedding of pairwise score data}, volume={141}, journal={Neurocomputing}, author={Strickert, M. and Bunte, K. and Schleif, F.- M. and Hüllermeier, Eyke}, year={2014}, pages={97–109} }
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2014 | Conference Paper | LibreCat-ID: 457
@inproceedings{Jungmann_Mohr_Kleinjohann_2014, title={Applying Reinforcement Learning for Resolving Ambiguity in Service Composition}, DOI={10.1109/SOCA.2014.48}, booktitle={Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA)}, author={Jungmann, Alexander and Mohr, Felix and Kleinjohann, Bernd }, year={2014}, pages={105–112} }
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2014 | Conference Paper | LibreCat-ID: 10253
@inproceedings{Schäfer_Hüllermeier_2014, title={Dyad Ranking Using A Bilinear Plackett-Luce Model}, booktitle={Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2014}, pages={32–33} }
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2014 | Journal Article | LibreCat-ID: 10309
@article{Hüllermeier_2014, title={Rejoinder on "Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1609–1613} }
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2014 | Journal Article | LibreCat-ID: 10311
@article{Senge_Bösner_Dembczynski_Haasenritter_Hirsch_Donner-Banzhoff_Hüllermeier_2014, title={Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty}, volume={255}, journal={Information Sciences}, author={Senge, Robin and Bösner, S. and Dembczynski, K. and Haasenritter, J. and Hirsch, O. and Donner-Banzhoff, N. and Hüllermeier, Eyke}, year={2014}, pages={16–29} }
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2014 | Journal Article | LibreCat-ID: 10316
@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, Ammar and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }
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2014 | Journal Article | LibreCat-ID: 10296
@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams: Analyzing temporal events in dynamically changing environments}, volume={24}, number={1}, journal={Applied Mathematics and Computer Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212} }
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2013 | Conference Paper | LibreCat-ID: 13119
@inproceedings{Henzgen_Strickert_Hüllermeier_2013, title={Rule chains for visualizing evolving fuzzy rule-based systems}, booktitle={in Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland}, publisher={Springer}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, editor={Burduk, R. and Jackowski, K. and Kurzynski, M. and Wozniak, M. and Zolnierek, A.Editors}, year={2013}, pages={279–288} }
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2013 | Conference Paper | LibreCat-ID: 13190
@inproceedings{Shaker_Hüllermeier_2013, title={Recovery analysis for adaptive learning from non-stationary data streams}, booktitle={in Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland}, publisher={Springer}, author={Shaker, Ammar and Hüllermeier, Eyke}, editor={Burduk, R. and Jackowski, K. and Kurzynski, M. and Wozniak, W. and Zolnierek, A.Editors}, year={2013}, pages={289–298} }
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2013 | Conference Paper | LibreCat-ID: 485
@inproceedings{Mohr_Kleine Büning_2013, title={Semi-Automated Software Composition Through Generated Components}, DOI={10.1145/2539150.2539235}, booktitle={Proceedings of the 15th International Conference on Information Integration and Web-based Applications & Services (iiWAS)}, author={Mohr, Felix and Kleine Büning, Hans}, year={2013}, pages={676–680} }
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2013 | Conference Paper | LibreCat-ID: 13115
@inproceedings{Szarvas_Busa-Fekete_Hüllermeier_2013, title={Learning to rank lexical substitutions}, booktitle={In Proceedings EMNLP-2013 Conference on Empirical Methods in Natural Language Processing, Seattle, USA}, author={Szarvas, G. and Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2013} }
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2013 | Conference Paper | LibreCat-ID: 13116
@inproceedings{Dembczynski_Jachnik_Kotlowski_Waegeman_Hüllermeier_2013, title={Optimizing the F-measure in multi-label classification: Plug-in rule approach versus structured loss minimization}, booktitle={in Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA}, author={Dembczynski, K. and Jachnik, A. and Kotlowski, W. and Waegeman, W. and Hüllermeier, Eyke}, editor={Dasgupta, S. and McAllester, D.Editors}, year={2013}, pages={1130–1138} }
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2013 | Conference Paper | LibreCat-ID: 13117
@inproceedings{Busa-Fekete_Szoreny_Weng_Cheng_Hüllermeier_2013, title={Top-k selection based on adaptive sampling of noisy preferences}, booktitle={in Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA}, author={Busa-Fekete, Robert and Szoreny, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, editor={Dasgupta, S. and McAllester, D.Editors}, year={2013}, pages={1094–1102} }
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2013 | Conference Paper | LibreCat-ID: 495
@inproceedings{Mohr_Lettmann_Kleine Büning_2013, title={Reducing Nondeterminism in Automated Service Composition}, DOI={10.1109/SOCA.2013.25}, booktitle={Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)}, author={Mohr, Felix and Lettmann, Theodor and Kleine Büning, Hans}, year={2013}, pages={154–161} }
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2013 | Conference Paper | LibreCat-ID: 13118
@inproceedings{Hüllermeier_Cheng_2013, title={Preference-based CBR: General ideas and basic principles}, booktitle={in Proceedings IJCAI-13, 23rd international Joint Conference on Artificial Intelligence, Beijing, China}, publisher={AAAI Press}, author={Hüllermeier, Eyke and Cheng, W.}, editor={Rossi, F.Editor}, year={2013}, pages={3012–3016} }
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2012 | Conference Paper | LibreCat-ID: 13191
@inproceedings{Cheng_Hüllermeier_2012, title={Probability estimation for mulit-class classification based on label ranking}, booktitle={Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK}, author={Cheng, W. and Hüllermeier, Eyke}, year={2012} }
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2012 | Conference Paper | LibreCat-ID: 13192
@inproceedings{Dembczynski_Kotlowski_Hüllermeier_2012, title={Consistent multilabel ranking through univariate loss minimization}, booktitle={in Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland}, author={Dembczynski, K. and Kotlowski, W. and Hüllermeier, Eyke}, editor={Langford, J. and Pineau, J.Editors}, year={2012} }
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2012 | Conference Paper | LibreCat-ID: 13193
@inproceedings{Dembczynski_Waegeman_Hüllermeier_2012, title={An analysis of chaining in multi-label classification}, booktitle={In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France }, publisher={IOS Press}, author={Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke}, year={2012}, pages={294–299} }
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2012 | Conference Paper | LibreCat-ID: 13120
@inproceedings{Cheng_Hüllermeier_Waegeman_Welker_2012, title={Label ranking with partial abstention based on thresholded probalistic models}, booktitle={In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA}, author={Cheng, W. and Hüllermeier, Eyke and Waegeman, W. and Welker, V.}, year={2012} }
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2011 | Conference Paper | LibreCat-ID: 13196
@inproceedings{Fürnkranz_Hüllermeier_2011, title={Learning from label preferences}, booktitle={in Proceedings DS-2011, 14th International  Conference on Discovery Science, number 6926 in LNAI}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Elomaa, T. and Hollmen, J. and Mannila, H.Editors}, year={2011}, pages={2–17} }
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2011 | Conference Paper | LibreCat-ID: 13588
@inproceedings{Kotlowski_Dembczynski_Hüllermeier_2011, title={Bipartite ranking through minimization of univariate loss}, booktitle={in Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA}, author={Kotlowski, W. and Dembczynski, K. and Hüllermeier, Eyke}, year={2011} }
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2011 | Conference Paper | LibreCat-ID: 13197
@inproceedings{Fallah Tehrani_Cheng_Dembczynski_Hüllermeier_2011, title={Learning  monotone nonlinear models using the Choquet integral}, booktitle={In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece,}, author={Fallah Tehrani, A. and Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}, year={2011} }
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2011 | Conference Paper | LibreCat-ID: 13198
@inproceedings{Hüllermeier_Schlegel_2011, title={Preference-based CBR: First steps toward a methodological framework}, booktitle={In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, number 6880 in LNAI}, publisher={Springer}, author={Hüllermeier, Eyke and Schlegel, P.}, editor={Ram, A. and Wiratunga, N.Editors}, year={2011}, pages={77–91} }
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2011 | Conference Paper | LibreCat-ID: 13194
@inproceedings{Dembczynski_Waegeman_Cheng_Hüllermeier_2011, title={An exact algorithm for F-measure maximization}, booktitle={In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain}, author={Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}, year={2011} }
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2010 | Conference Paper | LibreCat-ID: 13594
@inproceedings{Cheng_Rademaker_De Beats_Hüllermeier_2010, title={Predicting partial orders: Ranking with abstention}, booktitle={In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain}, author={Cheng, W. and Rademaker, M. and De Beats, B. and Hüllermeier, Eyke}, year={2010} }
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2010 | Conference Paper | LibreCat-ID: 13590
@inproceedings{Cheng_Dembczynski_Hüllermeier_2010, title={Label ranking based on the Plackett-Luce model}, booktitle={in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}, author={Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}, editor={Fürnkranz, J. and Joachims, T.Editors}, year={2010}, pages={215–222} }
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2010 | Conference Paper | LibreCat-ID: 13589
@inproceedings{Dembczynski_Cheng_Hüllermeier_2010, title={Bayes optimal multilabel classification via probalistic classifier chains}, booktitle={in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}, author={Dembczynski, K. and Cheng, W. and Hüllermeier, Eyke}, editor={Fürnkranz, J. and Joachims, T.Editors}, year={2010}, pages={279–286} }
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2010 | Conference Paper | LibreCat-ID: 13591
@inproceedings{Cheng_Dembczynski_Hüllermeier_2010, title={Graded multi-label classification: The ordinal case}, booktitle={in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}, author={Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}, editor={Fürnkranz, J. and Joachims, T.Editors}, year={2010} }
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2010 | Conference Paper | LibreCat-ID: 13597
@inproceedings{Hüllermeier_2010, title={Uncertainty in clustering and classification }, volume={6379}, number={LNCS}, booktitle={in Proceedings SUM 2010, International Conference on Scalable Uncertainty Management }, publisher={Springer}, author={Hüllermeier, Eyke}, year={2010}, pages={16–19} }
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2010 | Conference Paper | LibreCat-ID: 13593
@inproceedings{Dembczynski_Waegeman_Cheng_Hüllermeier_2010, title={Regret analysis for performance metrics in multi-label classification: The case of Hamming and subset zero-one loss}, booktitle={In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain}, author={Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}, year={2010} }
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2009 | Conference Paper | LibreCat-ID: 13595
@inproceedings{Cheng_Hühn_Hüllermeier_2009, title={Decision tree and instance-based learning for label ranking}, booktitle={in Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada}, author={Cheng, W. and Hühn, J. and Hüllermeier, Eyke}, year={2009}, pages={161–168} }
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