@articleWaegeman_Dembczynski_Jachnik_Cheng_Hüllermeier_2015, title=On the Bayes-Optimality of F-Measure Maximizers, volume=15, journal=in Journal of Machine Learning Research, author=Waegeman, W. and Dembczynski, K. and Jachnik, A. and Cheng, W. and Hüllermeier, Eyke, year=2015, pages=3333–3388 

@articleHüllermeier_2015, title=Does machine learning need fuzzy logic?, volume=281, journal=Fuzzy Sets and Systems, author=Hüllermeier, Eyke, year=2015, pages=292–299 

@articleShaker_Hüllermeier_2015, title=Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study, volume=150, journal=Neurocomputing, author=Shaker, Ammar and Hüllermeier, Eyke, year=2015, pages=250–264 

@articleHüllermeier_2015, title=From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions, volume=38, number=6, journal=Informatik Spektrum, author=Hüllermeier, Eyke, year=2015, pages=500–509 

@articleGarcia-Jimenez_Bustince_Hüllermeier_Mesiar_Pal_Pradera_2015, title=Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems, volume=23, number=4, journal=IEEE Transactions on Fuzzy Systems, author=Garcia-Jimenez, S. and Bustince, U. and Hüllermeier, Eyke and Mesiar, R. and Pal, N.R. and Pradera, A., year=2015, pages=1259–1273 

@articleSenge_Hüllermeier_2015, title=Fast Fuzzy Pattern Tree Learning of Classification, volume=23, number=6, journal=IEEE Transactions on Fuzzy Systems, author=Senge, Robin and Hüllermeier, Eyke, year=2015, pages=2024–2033 

@articleBasavaraju_Chandran_Rajendraprasad_Ramaswamy_2014, title=Rainbow connection number of graph power and graph products, volume=30, number=6, journal=Graphs and Combinatorics, publisher=Springer, author=Basavaraju, Manu and Chandran, L Sunil and Rajendraprasad, Deepak and Ramaswamy, Arunselvan, year=2014, pages=1363–1382 

@articleBasavaraju_Chandran_Rajendraprasad_Ramaswamy_2014, title=Rainbow connection number and radius, volume=30, number=2, journal=Graphs and Combinatorics, publisher=Springer, author=Basavaraju, Manu and Chandran, L Sunil and Rajendraprasad, Deepak and Ramaswamy, Arunselvan, year=2014, pages=275–285 

@inproceedingsMohr_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 

@inproceedingsJungmann_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 

@inproceedingsJungmann_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 

@inproceedingsMohr_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 

@articleAgarwal_Fallah Tehrani_Hüllermeier_2014, title=Preference-based learning of ideal solutions in TOPSIS-like decision models, volume=22, number=3–4, journal=Journal of Multi-Criteria Decision Analysis, author=Agarwal, M. and Fallah Tehrani, A. and Hüllermeier, Eyke, year=2014 

@articleKrotzky_Fober_Hüllermeier_Klebe_2014, title=Extended graph-based models for enhanced similarity search in Cabase, volume=11, number=5, journal=IEEE/ACM Transactions of Computational Biology and Bioinformatics, author=Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G., year=2014, pages=878–890 

@articleHüllermeier_2014, title=Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization, volume=55, number=7, journal=International Journal of Approximate Reasoning, author=Hüllermeier, Eyke, year=2014, pages=1519–1534 

@articleHenzgen_Strickert_Hüllermeier_2014, title=Visualization of evolving fuzzy-rule-based systems, volume=5, journal=Evolving Systems, author=Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke, year=2014, pages=175–191 

@articleBusa-Fekete_Szörenyi_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 Szörenyi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke, year=2014, pages=327–351 

@articleKrempl_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, A. and Sievi, S. and Spiliopoulou, M. and et al., year=2014, pages=1–10 

@articleStrickert_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 

@articleShaker_Hüllermeier_2014, title=Survival analysis on data streams: Analyzing temporal events in dynamically changing environments, volume=24, number=1, journal=International Journal of Applied Mathematics and Computer Science, author=Shaker, Ammar and Hüllermeier, Eyke, year=2014, pages=199–212 

@articleSenge_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 

@articleDonner-Banzhoff_Haasenritter_Hüllermeier_Viniol_Bösner_Becker_2014, title=The comprehensive diagnostic study is suggested as a design to model the diagnostic process, volume=2, number=67, journal=Journal of Clinical Epidemiology, author=Donner-Banzhoff, N. and Haasenritter, J. and Hüllermeier, Eyke and Viniol, A. and Bösner, S. and Becker, A., year=2014, pages=124–132 

@inproceedingsBusa-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 

@inproceedingsBusa-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 

@inproceedingsHenzgen_Hüllermeier_2014, title=Mining Rank Data, booktitle=Proceedings Discovery Science, Bled,Slovenia , author=Henzgen, Sascha and Hüllermeier, Eyke, year=2014, pages=123–134 

@inproceedingsFallah 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 

@inproceedingsAbdel-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 

@inproceedingsSchäfer_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 

@inproceedingsCalders_Esposito_Hüllermeier_Meo_2014, title=Machine Learning and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France, booktitle=Proceedings, Parts I-III. Lecture Notes in Computer Science, publisher=Springer, author=Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R., year=2014, pages=8724–8726 

@inproceedingsFürnkranz_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 

@articleShaker_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 

@articleHoffmann_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 

@articleCalders_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 

@articleHenzgen_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 

@articleHüllermeier_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 

@articleHüllermeier_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 

@articleStrickert_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 

@articleSenge_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 

@articleMernberger_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 

@articleCalders_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 

@articleBusa-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 

@articleMontanés_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 

@articleKrempl_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 

@articleKrotzky_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 

@articleStock_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 

@inproceedingsMohr_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 

@inproceedingsMohr_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 

@inproceedingsCheng_Henzgen_Hüllermeier_2013, title=Labelwise versus pairwise decomposition in label ranking, booktitle=In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany, author=Cheng, W. and Henzgen, S. and Hüllermeier, Eyke, year=2013, pages=129–136 

@inproceedingsSenge_del Coz_Hüllermeier_2013, title=Rectifying classifier chains for multi-label classification, Bamberg, Germany, booktitle=In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany, author=Senge, Robin and del Coz, J. and Hüllermeier, Eyke, year=2013, pages=151–158 

@inproceedingsBusa-Fekete_Fober_Hüllermeier_2013, title=Preference-based evolutionary optimization using generalized racing algorithms, booktitle=in Proceedings 23th Workshop Computational Intelligence, Dortmund Germany, publisher=KIT Scientific Publishing, author=Busa-Fekete, Robert and Fober, T. and Hüllermeier, Eyke, editor=Hoffmann, F. and Hüllermeier, EykeEditors, year=2013, pages=237–246 

@inproceedingsHenzgen_Hüllermeier_2013, title=Weighted rank correlation measures based on fuzzy order relations, booktitle=in Proceedings 23th Workshop Computational Intelligence, Dortmund Germany, publisher=KIT Scientific Publishing, author=Henzgen, S. and Hüllermeier, Eyke, editor=Hoffmann, F. and Hüllermeier, EykeEditors, year=2013, pages=227–236 

@inproceedingsWeng_Busa-Fekete_Hüllermeier_2013, title=Interactive Q-learning with ordinal rewards and unreliable tutor, booktitle=In Proceedings ECML/PKDD-Workshop on Reinforcement learning from Generalized Feedback:Beyond Numerical Rewards, Prague, author=Weng, P. and Busa-Fekete, Robert and Hüllermeier, Eyke, year=2013 

@inproceedingsBusa-Fekete_Szörenyi_Weng_Hüllermeier_2013, title=Preference-based evolutionary direct policy search, booktitle=In Proceedings ECML/PKDD-Workshop on Reinforcement learning from Generalized Feedback:Beyond Numerical Rewards, Prague, author=Busa-Fekete, Robert and Szörenyi, B. and Weng, P. and Hüllermeier, Eyke, year=2013 

@inproceedingsCheng_Hüllermeier_2013, title=A nearest neigbor approach to label ranking based on generalized labelwise loss minimization, booktitle=In Proceedings M-PREF, 7th Multidisciplinary Workshop on Advances in Preference Handling Beijing, China, author=Cheng, W. and Hüllermeier, Eyke, year=2013 

@inproceedingsShaker_Hüllermeier_2013, title=Event history analysis on data streams: An application to earthquake occurence, booktitle=In Proceedings RealStream 2013, 1st International Workshop on Real-World Challenges for Data Stream Mining, Prague, Czech Republic, author=Shaker, Ammar and Hüllermeier, Eyke, editor=Krempl, G. and Zliobaite, I. and Wang, Y. and Forman, G.Editors, year=2013, pages=38–41 

@inproceedingsSenge_del Coz_Hüllermeier_2013, title=On the problem of error propagation in classier chains for multi-label classification. Data Analysis, Machine Learning and Knowledge Discovery, booktitle=In Proceedings of GFKL-2012, 36th Annual Conference of the German Classification Society, Studies in Classification, Data Analysis and Knowledge Organization, Hildesheim, Germany , publisher=Springer, author=Senge, Robin and del Coz, J.J. and Hüllermeier, Eyke, editor=Schmidt-Thieme, L. and Spiliopoulou, M.Editors, year=2013 

@inproceedingsFober_Klebe_Hüllermeier_2013, title=Local clique merging: An extension of the maximum common subgraph measure with applications in structural bioinformatics, Algorithms from and for Nature and Life, booktitle=In Proceedings GFKL-2011, Conference of the German Classification Society, Frankfurt Germany, publisher=Springer, author=Fober, T. and Klebe, G. and Hüllermeier, Eyke, editor=Lausen, B. and Van den Poel, D. and Ultsch, A.Editors, year=2013, pages=279–286 

@inproceedingsFallah Tehrani_Hüllermeier_2013, title=Ordinal Choquistic regression , booktitle=in Proceedings EUSFLAT-2013 8th International Conference on the European Society for Fuzzy Logic and Technology, Milano, Italy, publisher=Atlantis Press, author=Fallah Tehrani, A. and Hüllermeier, Eyke, editor=Montero, J. and Pasi, G. and Ciucci, D.Editors, year=2013 

@inproceedingsNasiri_Fober_Senge_Hüllermeier_2013, title=Fuzzy Pattern Trees as an alternative to rule-based fuzzy systems: Knowledge-driven, data-driven and hybrid modeling of colour yield in poyester dyeing, Edmonton, Canada, booktitle=in Proceedings IFSA-2013 World Congress of the International Fuzzy Systems Association, Edmonton, Canada, author=Nasiri, N. and Fober, T. and Senge, Robin and Hüllermeier, Eyke, year=2013, pages=715–721 

@articleHeider_Senge_Cheng_Hüllermeier_2013, title=Multilabel classification for exploiting cross-resistance information in HIV-1 drug resistence prediction, volume=29, number=16, journal=Bioinformatics, author=Heider, D. and Senge, Robin and Cheng, W. and Hüllermeier, Eyke, year=2013, pages=1946–1952 

@articleBösner_Bönisch_Haasenritter _Schlegel_Hüllermeier_Donner-Banzhoff_2013, title=Chest pain in primary care: is the localization of pain diagnostically helpful in the critical evaluation of patients? A cross sectional study. , volume=14, number=1, journal=BMC Family Practice, author=Bösner, S. and Bönisch, K. and Haasenritter , J. and Schlegel, P. and Hüllermeier, Eyke and Donner-Banzhoff, N., year=2013, pages=154–162 

@articleHaasenritter_Viniol_Becker_Bösner_Hüllermeier_Senge_Donner-Banzhoff_2013, title=Diagnose im Kontext - eine erweiterte Perspektive, volume=107, journal=Zeitschrift für Evidenz, Fortbildung und Qualität im Gesundheitswesen (ZEFQ), author=Haasenritter, J. and Viniol, A. and Becker, A. and Bösner, S. and Hüllermeier, Eyke and Senge, Robin and Donner-Banzhoff, N., year=2013, pages=585–591 

@articleShaker_Senge_Hüllermeier_2013, title=Evolving fuzzy pattern trees for binary classification on data streams, volume=220, journal=Information Sciences, author=Shaker, A. and Senge, R. and Hüllermeier, Eyke, year=2013, pages=34–45 

@inproceedingsSzarvas_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 

@inproceedingsDembczynski_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 

@inproceedingsBusa-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 

@inproceedingsHüllermeier_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 

@inproceedingsHenzgen_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 

@inproceedingsShaker_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 

@inproceedingsLeinweber_Baumgärtner_Mernberger_Fober_Hüllermeier_Klebe_Freisleben_2012, title=GPU-based cloud computing for comparing the structure of protein binding sites, booktitle=in Proceedings IEEE Conference on Digital Ecosystem Technologies-Complex Environment Engineering Campione d`Italia, Italy, author=Leinweber, M. and Baumgärtner, L. and Mernberger, M. and Fober, T. and Hüllermeier, Eyke and Klebe, G. and Freisleben, B., year=2012 

@inbookHüllermeier_Fallah Tehrani_2012, series=Studies in Computational Intelligence, title=Efficient learning of classifiers based on the 2-additive Choquet integral, booktitle=Computational Intelligence in Intelligent Data Analysis, publisher=Springer, author=Hüllermeier, Eyke and Fallah Tehrani, A., editor=Moewes, C. and Nürnberger, A.Editors, year=2012, pages=17–30, collection=Studies in Computational Intelligence 

@inproceedingsBräuning_Hüllermeier_2012, title=Learning conditional lexicographic preference trees, booktitle=In Workshops on Preference Learning at ECAI, European Conference on Artiticial intelligence, Montpellier, France, author=Bräuning, M. and Hüllermeier, Eyke, year=2012 

@inproceedingsHüllermeier_Fallah Tehrani_2012, title=On the VC dimension of the Choquet integral, booktitle=In Proceedings IPMU-2012 14th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy, author=Hüllermeier, Eyke and Fallah Tehrani, A., year=2012 

@articleFallah Tehrani_Cheng_Dembczynski_Hüllermeier_2012, title=Learning  monotone nonlinear models using the Choquet integral, volume=89, number=1, journal=Machine Learning, author=Fallah Tehrani, A. and Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke, year=2012, pages=183–211 

@articleBustince_Pagola_Mesiar_Hüllermeier_Herrera_2012, title=Grouping, overlap and generalized bientropic functions for fuzzy modeling of pairwise comparisons, volume=20, number=3, journal=IEEE Transactions on Fuzzy Systems, author=Bustince, H. and Pagola, M. and Mesiar, R. and Hüllermeier, Eyke and Herrera, F., year=2012, pages=405–415 

@articleFürnkranz_Hüllermeier_Cheng_Park_2012, title=Preference-based reinforcement learning: A formal framework and a policy iteration algorithm, volume=89, number=1, journal=Machine Learning, author=Fürnkranz, J. and Hüllermeier, Eyke and Cheng, W. and Park, S.H., year=2012, pages=123–156 

@articleDembczynski_Waegeman_Cheng_Hüllermeier_2012, title=On label dependence and loss  minimization in multi-label classification, volume=88, number=1–2, journal=Machine Learning, author=Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke, year=2012, pages=5–45 

@articleShaker_Hüllermeier_2012, title=IBL Streams: A system for instance-based classification and regression on data streams, volume=3, number=4, journal=Evolving Systems, author=Shaker, Ammar and Hüllermeier, Eyke, year=2012, pages=235–249 

@articleDolorez Ruiz_Hüllermeier_2012, title=A formal and empirical analysis of the fuzzy gamma rank correlation coefficient, volume=206, journal=Information Sciences, author=Dolorez Ruiz, M. and Hüllermeier, Eyke, year=2012, pages=1–17 

@articleFallah Tehrani_Cheng_Hüllermeier_2012, title=Preference learning using the Choquet integral: The case of multipartite ranking, volume=20, number=6, journal=IEEE Transactions on Fuzzy Systems, author=Fallah Tehrani, A. and Cheng, W. and Hüllermeier, Eyke, year=2012, pages=1102–1113 

@articleFober_Mernberger_Klebe_Hüllermeier_2012, title=Fingerprint kernels for protein structure comparison, volume=31, number=6–7, journal=Molecular Informatics, author=Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke, year=2012, pages=443–452 

@articleHüllermeier_Rifqi_Henzgen_Senge_2012, title=Comparing fuzzy partitions: A generalization of the Rand index and related measures, volume=20, number=3, journal=IEEE Transactions on Fuzzy Systems, author=Hüllermeier, Eyke and Rifqi, M. and Henzgen, Sascha and Senge, Robin, year=2012, pages=546–556 

@articleSenge_Fober_Nasiri_Hüllermeier_2012, title=Fuzzy Pattern Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung, volume=60, number=10, journal=At-Atomatisierungstechnik, author=Senge, Robin and Fober, T. and Nasiri, N. and Hüllermeier, Eyke, year=2012, pages=622–629 

@inproceedingsCheng_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 

@inproceedingsCheng_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 

@inproceedingsDembczynski_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 

@inproceedingsDembczynski_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 

@inbookHüllermeier_2012, series=Studies in Fuzziness and Soft Computing, title=Fuzzy rules in data mining: From fuzzy associations to gradual dependencies, volume=271, booktitle=Combining Experimentation and Theory, publisher=Springer, author=Hüllermeier, Eyke, editor=Trillas, E. and Bonissone, P.P. and Magdalena, L. and Kacprzyk, J.Editors, year=2012, pages=123–135, collection=Studies in Fuzziness and Soft Computing 

@inproceedingsDembczynski_Waegeman_Hüllermeier_2011, title=Joint mode estimation in multi-label classification by chaining, booktitle=In Proceedings ECML Workshop on Collective inference and Learning on Structured Data, Athens, Greece, author=Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke, year=2011 

@inproceedingsMernberger_Moog_Stork_Zauner_Maier_Hüllermeier_2011, title=Prediction of protein localization for specialized compartments using time series kernels, booktitle=In Proceedings GCB-2011 German Conference on Bioinformatics Munich, Germany, author=Mernberger, M. and Moog, D. and Stork, S. and Zauner, S. and Maier, U. and Hüllermeier, Eyke, year=2011 

@inproceedingsNasiri_Hüllermeier_Senge_Lughofer_2011, title=Comparing methods for knowledge-driven and data-driven fuzzy modeling: A case study in textile industry, booktitle=in Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia, author=Nasiri, M. and Hüllermeier, Eyke and Senge, Robin and Lughofer, E., year=2011, pages=RW-103-1-6 

@inproceedingsLughofer_Hüllermeier_2011, title=On-line redundancy deletion in evolving fuzzy regression models using a fuzzy inclusion measure, booktitle=in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France, author=Lughofer, E. and Hüllermeier, Eyke, editor=Galichet, S. and Montero, J. and Mauris, G.Editors, year=2011, pages=380–387 

@inproceedingsFallah Tehrani_Cheng_Hüllermeier_2011, title=Choquistic regression: Generalizing logistic regression using the Choquet integral, booktitle=in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France, author=Fallah Tehrani, A. and Cheng, W. and Hüllermeier, Eyke, year=2011, pages=868–875 

@articleHirsch_Bösner_Hüllermeier_Senge_Dembczynski_Donner-Banzhoff_2011, title=Multivariate modeling to identify patterns in clinical data: The example of chest pain, volume=11, number=155, journal=BMC Medical Research Methodology, author=Hirsch, O. and Bösner, S. and Hüllermeier, Eyke and Senge, R. and Dembczynski, K. and Donner-Banzhoff, N., year=2011 

@articleDomshlak_Hüllermeier_Kaci_Prade_2011, title=Preferences in AL: An overview, volume=175, number=7–8, journal=Artificial Intelligence, author=Domshlak, C. and Hüllermeier, Eyke and Kaci, S. and Prade, H., year=2011, pages=1037–1052 

@articleHüllermeier_2011, title=Fuzzy machine learning and data mining, volume=1, number=4, journal=WIREs Data Mining and Knowledge Discovery, author=Hüllermeier, Eyke, year=2011, pages=269–283 

@articleMernberger_Klebe_Hüllermeier_2011, title=SEGA: Semi-global graph alignment for structure-based protein comparison, volume=8, number=5, journal=IEEE/ACM Transactions of Computational Biology and Bioinformatics, author=Mernberger, M. and Klebe, G. and Hüllermeier, Eyke, year=2011, pages=1330–1343 

@articleFober_Glinca_Klebe_Hüllermeier_2011, title=Superposition and alignment of labeled point clouds, volume=8, number=6, journal=IEEE/ACM Transactions on Computational Biology and Bioinformatics, author=Fober, T. and Glinca, S. and Klebe, G. and Hüllermeier, Eyke, year=2011, pages=1653–1666 

@articleHüllermeier_2011, title=Fuzzy sets in machine learning and data mining, journal=Applied Soft Computing Journal, author=Hüllermeier, Eyke, year=2011, pages=1493–1505 

@articleSenge_Hüllermeier_2011, title=Top-down induction of fuzzy pattern trees, volume=19, number=2, journal=IEEE Transactions on Fuzzy Systems, author=Senge, Robin and Hüllermeier, Eyke, year=2011, pages=241–252