@inproceedingsDembczynski_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 

@inproceedingsFürnkranz_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 

@inproceedingsFallah 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 

@inproceedingsHüllermeier_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 

@inproceedingsKotlowski_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 

@inbookHüllermeier_Hühn_2010, series=Studies in Computational Intelligence, title=An Analysis of the FURIA algorithm for fuzzy rule induction, volume=262, booktitle=Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S.Michalski, publisher=Springer, author=Hüllermeier, Eyke and Hühn, J., editor=Koronacki, J. and Ras, Z.W. and Wierzchon, S.T. and Kacprzyk, J.Editors, year=2010, pages=321–344, collection=Studies in Computational Intelligence 

@inbookFürnkranz_Hüllermeier_2010, title=Preference Learning: An Introduction, booktitle=Preference Learning, publisher=Springer, author=Fürnkranz, J. and Hüllermeier, Eyke, editor=Fürnkranz, J. and Hüllermeier, EykeEditors, year=2010, pages=1–18 

@inproceedingsFober_Mernberger_Klebe_Hüllermeier_2010, title=Efficient similarity retrieval for protein binding sites based on histogram comparison, booktitle=In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany, author=Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke, year=2010, pages=51–60 

@inproceedingsDembczynski_Waegeman_Cheng_Hüllermeier_2010, title=On label dependence in multi-label classification, booktitle=In Proceedings MLD-2010, 2nd International Workshop on Learning from Multi-Label Data, Haifa, Israel, author=Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke, year=2010 

@inproceedingsFober_Hüllermeier_2010, title=Similarity measures for protein structures based on fuzzy histogram comparison, booktitle=in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, author=Fober, T. and Hüllermeier, Eyke, year=2010 

@inproceedingsSenge_Hüllermeier_2010, title=Pattern trees for regression and fuzzy systems modeling, booktitle=in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, author=Senge, Robin and Hüllermeier, Eyke, year=2010 

@articlePfeffer_Fober_Hüllermeier_Klebe_2010, title=GARLig: A fully automated tool for subset selection of large fragment spaces via a self-adaptive genetic algorithm, volume=50, number=9, journal=Journal of Chemical Information and Modeling, author=Pfeffer, P. and Fober, T. and Hüllermeier, Eyke and Klebe, G., year=2010, pages=1644–1659 

@articleHüllermeier_Vanderlooy_2010, title=Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting, volume=43, number=1, journal=Pattern Recognition, author=Hüllermeier, Eyke and Vanderlooy, S., year=2010, pages=128–142 

@articleHüllermeier_Fürnkranz_2010, title=On predictive accuracy and risk minimization in pairwise label ranking, volume=76, number=1, journal=Journal of Computer and System Sciences, author=Hüllermeier, Eyke and Fürnkranz, J., year=2010, pages=49–62 

@inproceedingsDembczynski_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 

@inproceedingsCheng_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 

@inproceedingsCheng_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 

@inproceedingsDembczynski_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 

@inproceedingsCheng_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 

@inproceedingsHüllermeier_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 

@inproceedingsCheng_Hüllermeier_2009, title=A simple instance-based approach to multilabel classification using the Mallows model, booktitle=In Proceedings MLD-2009 1st  International Workshop on Learning from Multi-Label Data, Bled, Slovenia, author=Cheng, W. and Hüllermeier, Eyke, year=2009, pages=28–38 

@inproceedingsSenge_Hüllermeier_2009, title=Learning pattern tree classifiers using a co-evolutionary algorithm, booktitle=in Proceedings 19th Workshop Computational Intelligence, Dortmund Germany, publisher=KIT Scientific Publishing, author=Senge, Robin and Hüllermeier, Eyke, editor=Hoffmann, F. and Hüllermeier, EykeEditors, year=2009, pages=22–33 

@inproceedingsFober_Mernberger_Moritz_Hüllermeier_2009, title=Graph-kernels for the comparative analysis of protein active sites, booktitle=In Proceedings GCB-2009 German Conference on Bioinformatics Halle (Saale), Germany, author=Fober, T. and Mernberger, M. and Moritz, R. and Hüllermeier, Eyke, editor=Grosse, I. and Neumann, S. and Posch, S. and Schreiber, F. and Stadler, P..Editors, year=2009, pages=21–31 

@inproceedingsSenge_Hüllermeier_2009, title=Learning pattern tree classifiers using a co-evolutionary algorithm, booktitle=In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, author=Senge, Robin and Hüllermeier, Eyke, year=2009, pages=105–110 

@inproceedingsFober_Mernberger_Melnikov_Moritz_Hüllermeier_2009, title=Extension and empirical comparison of graph-kernels for the analysis of protein active sites, booktitle=In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, author=Fober, T. and Mernberger, M. and Melnikov, Vitaly and Moritz, R. and Hüllermeier, Eyke, year=2009, pages=30–36 

@inproceedingsFober_Klebe_Hüllermeier_2009, title=Efficient construction of multiple geometrical alignments for the comparison of protein binding sites, booktitle=in Proceedings ISDA-2009, 9th international Conference on Intelligent Systems Design and Applications, Pisa, Italy, author=Fober, T. and Klebe, G. and Hüllermeier, Eyke, year=2009, pages=1251–1256 

@inproceedingsBoukhris_Elouedi_Fober_Mernberger_Hüllermeier_2009, title=Similarity analysis of protein binding sites: A generalization of the maximum common subgraph measure based on quasi-clique detection, booktitle=In Proceedings IDA-2009, 9th International Symposium on Intelligent Data Analysis, Pisa / Italy, author=Boukhris, I. and Elouedi, Z. and Fober, T. and Mernberger, M. and Hüllermeier, Eyke, year=2009, pages=1245–1250 

@inproceedingsFober_Hüllermeier_2009, title=Fuzzy modeling of labeled point cloud superposition  for the comparison of protein binding sites, booktitle=in Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, author=Fober, T. and Hüllermeier, Eyke, year=2009, pages=1299–1304 

@inproceedingsHüllermeier_Rifqi_2009, title=A fuzzy variant of the Rand index for comparing clustering structures, booktitle=in Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, author=Hüllermeier, Eyke and Rifqi, M., year=2009, pages=1294–1298 

@articleWeskamp_Hüllermeier_Klebe_2009, title=Merging chemical and biological space: Structural mapping of enzyme binding pocket space, volume=76, number=2, journal=Proteins, author=Weskamp, N. and Hüllermeier, Eyke and Klebe, G., year=2009, pages=317–330 

@articleHühn_Hüllermeier_2009, title=FURIA: An Algorithm for unordered fuzzy rule induction, volume=19, journal=Data Mining and Knowledge Discovery , author=Hühn, J. and Hüllermeier, Eyke, year=2009, pages=293–319 

@articleHüllermeier_Vanderlooy_2009, title=Why fuzzy decision trees are good rankers, volume=17, number=6, journal=IEEE Transactions on Fuzzy Systems, author=Hüllermeier, Eyke and Vanderlooy, S., year=2009, pages=1233–1244 

@articleYi_Fober_Hüllermeier_2009, title=Fuzzy operator trees for modeling rating functions, volume=8, number=4, journal=International Journal of Computational Intelligence and Applications, author=Yi, Y. and Fober, T. and Hüllermeier, Eyke, year=2009, pages=413–428 

@articleFober_Mernberger_Klebe_Hüllermeier_2009, title=Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules, volume=25, number=16, journal=Bioinformatics, author=Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke, year=2009, pages=2110–2117 

@articleHühn_Hüllermeier_2009, title=F: A fuzzy rule learner for inducing reliable classifiers, volume=17, number=1, journal=IEEE Transactions on Fuzzy Systems, author=Hühn, J. and Hüllermeier, Eyke, year=2009, pages=138–149 

@articleHüllermeier_Vladimirskiy_Prados Suarez_Stauch_2009, title=Supporting case-based retrieval by similarity skylines: Basic concepts and extensions, volume=1, number=09, journal=Künstliche Intelligenz, author=Hüllermeier, Eyke and Vladimirskiy, I. and Prados Suarez, B. and Stauch, E., year=2009, pages=24–29 

@inbookHüllermeier_2009, title=On the usefulness of fuzzy sets in data mining, booktitle=Views on Fuzzy Sets and Systems from Different Perspectives: Philosophy and Logic, Criticisms and Applications, publisher=Springer, author=Hüllermeier, Eyke, editor=Seising, R.Editor, year=2009, pages=457–470 

@inproceedingsCheng_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 

@inproceedingsFürnkranz_Hüllermeier_Vanderlooy_2009, title=Binary decomposition methods for multipartite ranking, booktitle=In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia, author=Fürnkranz, J. and Hüllermeier, Eyke and Vanderlooy, S., year=2009 

@inproceedingsCheng_Hüllermeier_2009, title=A new instance-based label ranking approach using the Mallows model. In Advances in Neural Networks, number=LNCS 5551, booktitle=in Proceedings 6th International Symposium on Neural Networks, Wuhan, China, publisher=Springer, author=Cheng, W. and Hüllermeier, Eyke, year=2009, pages=707–716 

@inproceedingsHüllermeier_Vanderlooy_2008, title=Weighted voting as approximate MAP prediction in pairwise classification, booktitle=In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, author=Hüllermeier, Eyke and Vanderlooy, S., year=2008, pages=34–41 

@inproceedingsFober_Hüllermeier_Mernberger_2008, title=Evolutionary construction of multiple graph alignments for mining structured biomolecular data , booktitle=In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, author=Fober, T. and Hüllermeier, Eyke and Mernberger, M., year=2008, pages=27–33 

@inproceedingsFober_Hüllermeier_Mernberger_2008, title=Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules, booktitle=iIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008, author=Fober, T. and Hüllermeier, Eyke and Mernberger, M., editor=Beyer, A. and Schroeder, M.Editors, year=2008, pages=44–53 

@articleHühn_Hüllermeier_2008, title=Is an ordinal class structure useful in classifier learning?, volume=1, number=1, journal=International Journal of Data Mining, Modeling and Management , author=Hühn, J. and Hüllermeier, Eyke, year=2008, pages=45–67 

@articleHüllermeier_Fürnkranz_Cheng_Brinker_2008, title=Label ranking by learning pairwise preferences, volume=172, journal=Artificial Intelligence, author=Hüllermeier, Eyke and Fürnkranz, J. and Cheng, W. and Brinker, K., year=2008, pages=1897–1917 

@articleVanderlooy_Hüllermeier_2008, title=A critical analysis of variants of the AUC, volume=72, journal=Machine Learning, author=Vanderlooy, S. and Hüllermeier, Eyke, year=2008, pages=247–272 

@articleFürnkranz_Hüllermeier_Mencia_Brinker_2008, title=Multilabel classification via calibrated label ranking, volume=73, number=2, journal=Machine Learning, author=Fürnkranz, J. and Hüllermeier, Eyke and Mencia, E. and Brinker, K., year=2008, pages=133–153 

@articleHüllermeier_Brinker_2008, title=Learning valued preference structures for solving classification problems, volume=159, number=18, journal=Fuzzy Sets and Systems, author=Hüllermeier, Eyke and Brinker, K., year=2008, pages=2337–2352 

@articleBeringer_Hüllermeier_2008, title=Case-based learning in a bipolar possibilistic framework, volume=23, number=10, journal=International Journal of Intelligent Systems, author=Beringer, J. and Hüllermeier, Eyke, year=2008, pages=1119–1134 

@inbookHüllermeier_2008, title=Granular computing in machine learning and data mining, booktitle=Handbook on Granular Computing, publisher=John Wiley and Sons, author=Hüllermeier, Eyke, editor=Pedrycz, W. and Skowron, A. and Kreinovich, V.Editors, year=2008, pages=889–906