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402 Publications


2010 | Book Chapter | LibreCat-ID: 15298
Fürnkranz, J., and Eyke Hüllermeier. “Preference Learning: An Introduction.” In Preference Learning, edited by J. Fürnkranz and Eyke Hüllermeier, 1–18. Springer, 2010.
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2010 | Journal Article | LibreCat-ID: 16121
Pfeffer, P., T. Fober, Eyke Hüllermeier, and G. Klebe. “GARLig: A Fully Automated Tool for Subset Selection of Large Fragment Spaces via a Self-Adaptive Genetic Algorithm.” Journal of Chemical Information and Modeling 50, no. 9 (2010): 1644–59.
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2010 | Journal Article | LibreCat-ID: 16152
Hüllermeier, Eyke, and J. Fürnkranz. “On Predictive Accuracy and Risk Minimization in Pairwise Label Ranking.” Journal of Computer and System Sciences 76, no. 1 (2010): 49–62.
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2010 | Conference Paper | LibreCat-ID: 13589
Dembczynski, K., W. Cheng, and Eyke Hüllermeier. “Bayes Optimal Multilabel Classification via Probalistic Classifier Chains.” In In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 279–86, 2010.
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2010 | Conference Paper | LibreCat-ID: 13591
Cheng, W., K. Dembczynski, and Eyke Hüllermeier. “Graded Multi-Label Classification: The Ordinal Case.” In In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010.
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2010 | Conference Paper | LibreCat-ID: 13597
Hüllermeier, Eyke. “Uncertainty in Clustering and Classification .” In In Proceedings SUM 2010, International Conference on Scalable Uncertainty Management , 6379:16–19. Springer, 2010.
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2010 | Conference Paper | LibreCat-ID: 15118
Fober, T., and Eyke Hüllermeier. “Similarity Measures for Protein Structures Based on Fuzzy Histogram Comparison.” In In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 13593
Dembczynski, K., W. Waegeman, W. Cheng, and Eyke Hüllermeier. “Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss.” In In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 15119
Senge, Robin, and Eyke Hüllermeier. “Pattern Trees for Regression and Fuzzy Systems Modeling.” In In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 15765
Fober, T., M. Mernberger, G. Klebe, and Eyke Hüllermeier. “Efficient Similarity Retrieval for Protein Binding Sites Based on Histogram Comparison.” In In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany, 51–60, 2010.
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2010 | Conference Paper | LibreCat-ID: 15772
Dembczynski, K., W. Waegeman, W. Cheng, and Eyke Hüllermeier. “On Label Dependence in Multi-Label Classification.” In In Proceedings MLD-2010, 2nd International Workshop on Learning from Multi-Label Data, Haifa, Israel, 2010.
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2009 | Conference Paper | LibreCat-ID: 15196
Hüllermeier, Eyke, and M. Rifqi. “A Fuzzy Variant of the Rand Index for Comparing Clustering Structures.” In In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 1294–98, 2009.
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2009 | Journal Article | LibreCat-ID: 16163
Hühn, J., and Eyke Hüllermeier. “FR3: A Fuzzy Rule Learner for Inducing Reliable Classifiers.” IEEE Transactions on Fuzzy Systems 17, no. 1 (2009): 138–49.
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2009 | Conference Paper | LibreCat-ID: 15773
Cheng, W., and Eyke Hüllermeier. “A Simple Instance-Based Approach to Multilabel Classification Using the Mallows Model.” In In Proceedings MLD-2009 1st  International Workshop on Learning from Multi-Label Data, Bled, Slovenia, 28–38, 2009.
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2009 | Conference Paper | LibreCat-ID: 15778
Fober, T., M. Mernberger, Vitaly Melnikov, R. Moritz, and Eyke Hüllermeier. “Extension and Empirical Comparison of Graph-Kernels for the Analysis of Protein Active Sites.” In In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, 30–36, 2009.
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2009 | Conference Paper | LibreCat-ID: 13595
Cheng, W., J. Hühn, and Eyke Hüllermeier. “Decision Tree and Instance-Based Learning for Label Ranking.” In In Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada, 161–68, 2009.
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2009 | Conference Paper | LibreCat-ID: 15774
Senge, Robin, and Eyke Hüllermeier. “Learning Pattern Tree Classifiers Using a Co-Evolutionary Algorithm.” In In Proceedings 19th Workshop Computational Intelligence, Dortmund Germany, edited by F. Hoffmann and Eyke Hüllermeier, 22–33. KIT Scientific Publishing, 2009.
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2009 | Conference Paper | LibreCat-ID: 13596
Fürnkranz, J., Eyke Hüllermeier, and S. Vanderlooy. “Binary Decomposition Methods for Multipartite Ranking.” In In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia, 2009.
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2009 | Conference Paper | LibreCat-ID: 15775
Fober, T., M. Mernberger, R. Moritz, and Eyke Hüllermeier. “Graph-Kernels for the Comparative Analysis of Protein Active Sites.” In In Proceedings GCB-2009 German Conference on Bioinformatics Halle (Saale), Germany, edited by I. Grosse, S. Neumann, S. Posch, F. Schreiber, and P.. Stadler, 21–31, 2009.
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2009 | Journal Article | LibreCat-ID: 16158
Hühn, J., and Eyke Hüllermeier. “FURIA: An Algorithm for Unordered Fuzzy Rule Induction.” Data Mining and Knowledge Discovery 19 (2009): 293–319.
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2009 | Journal Article | LibreCat-ID: 16165
Hüllermeier, Eyke, I. Vladimirskiy, B. Prados Suarez, and E. Stauch. “Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions.” Künstliche Intelligenz 1, no. 09 (2009): 24–29.
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2009 | Conference Paper | LibreCat-ID: 15194
Boukhris, I., Z. Elouedi, T. Fober, M. Mernberger, and Eyke Hüllermeier. “Similarity Analysis of Protein Binding Sites: A Generalization of the Maximum Common Subgraph Measure Based on Quasi-Clique Detection.” In In Proceedings IDA-2009, 9th International Symposium on Intelligent Data Analysis, Pisa / Italy, 1245–50, 2009.
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2009 | Conference Paper | LibreCat-ID: 15120
Fober, T., G. Klebe, and Eyke Hüllermeier. “Efficient Construction of Multiple Geometrical Alignments for the Comparison of Protein Binding Sites.” In In Proceedings ISDA-2009, 9th International Conference on Intelligent Systems Design and Applications, Pisa, Italy, 1251–56, 2009.
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2009 | Conference Paper | LibreCat-ID: 15776
Senge, Robin, and Eyke Hüllermeier. “Learning Pattern Tree Classifiers Using a Co-Evolutionary Algorithm.” In In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, 105–10, 2009.
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2009 | Journal Article | LibreCat-ID: 16154
Weskamp, N., Eyke Hüllermeier, and G. Klebe. “Merging Chemical and Biological Space: Structural Mapping of Enzyme Binding Pocket Space.” Proteins 76, no. 2 (2009): 317–30.
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2009 | Journal Article | LibreCat-ID: 16159
Hüllermeier, Eyke, and S. Vanderlooy. “Why Fuzzy Decision Trees Are Good Rankers.” IEEE Transactions on Fuzzy Systems 17, no. 6 (2009): 1233–44.
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2009 | Journal Article | LibreCat-ID: 16161
Yi, Y., T. Fober, and Eyke Hüllermeier. “Fuzzy Operator Trees for Modeling Rating Functions.” International Journal of Computational Intelligence and Applications 8, no. 4 (2009): 413–28.
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2009 | Book Chapter | LibreCat-ID: 10188
Hüllermeier, Eyke. “On the Usefulness of Fuzzy Sets in Data Mining.” In Views on Fuzzy Sets and Systems from Different Perspectives: Philosophy and Logic, Criticisms and Applications, edited by R. Seising, 457–70. Springer, 2009.
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2009 | Conference Paper | LibreCat-ID: 13598
Cheng, W., and Eyke Hüllermeier. “A New Instance-Based Label Ranking Approach Using the Mallows Model. In Advances in Neural Networks.” In In Proceedings 6th International Symposium on Neural Networks, Wuhan, China, 707–16. Springer, 2009.
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2009 | Conference Paper | LibreCat-ID: 15195
Fober, T., and Eyke Hüllermeier. “Fuzzy Modeling of Labeled Point Cloud Superposition  for the Comparison of Protein Binding Sites.” In In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 1299–1304, 2009.
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2009 | Journal Article | LibreCat-ID: 16162
Fober, T., M. Mernberger, G. Klebe, and Eyke Hüllermeier. “Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.” Bioinformatics 25, no. 16 (2009): 2110–17.
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2008 | Conference Paper | LibreCat-ID: 13599
Hüllermeier, Eyke, I. Vladimirskiy, B. Prados Suarez, and E. Stauch. “Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions.” In In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff, R. Bergmann, M. Minor, and A. Hanft, 240–54, 2008.
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2008 | Journal Article | LibreCat-ID: 16168
Fürnkranz, J., Eyke Hüllermeier, E. Mencia, and K. Brinker. “Multilabel Classification via Calibrated Label Ranking.” Machine Learning 73, no. 2 (2008): 133–53.
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2008 | Conference Paper | LibreCat-ID: 15780
Fober, T., Eyke Hüllermeier, and M. Mernberger. “Evolutionary Construction of Multiple Graph Alignments for Mining Structured Biomolecular Data .” In In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 27–33, 2008.
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2008 | Book Chapter | LibreCat-ID: 10154
Hüllermeier, Eyke. “Fuzzy Methods in Data Mining.” In Encyclopedia of Data Warehousing and Mining - Second Edition, 907–12. Idea Group, Inc.,Hershey, USA, 2008.
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2008 | Book Chapter | LibreCat-ID: 10185
Hüllermeier, Eyke, and J. Fürnkranz. “Learning Preference Models from Data: On the Problem of Label Ranking and Its Variants.” In Preferences and Similarities, edited by G. Della Riccia, D. Dubois, R. Kruse, and H.J. Lenz, 283–304. Preferences and Similarities. Springer, 2008.
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2008 | Conference Paper | LibreCat-ID: 15779
Hüllermeier, Eyke, and S. Vanderlooy. “Weighted Voting as Approximate MAP Prediction in Pairwise Classification.” In In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 34–41, 2008.
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2008 | Conference Paper | LibreCat-ID: 15781
Fober, T., Eyke Hüllermeier, and M. Mernberger. “Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.” In IIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008, edited by A. Beyer and M. Schroeder, 44–53, 2008.
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2008 | Journal Article | LibreCat-ID: 16164
Hühn, J., and Eyke Hüllermeier. “Is an Ordinal Class Structure Useful in Classifier Learning?” International Journal of Data Mining, Modeling and Management 1, no. 1 (2008): 45–67.
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2008 | Journal Article | LibreCat-ID: 16169
Hüllermeier, Eyke, and K. Brinker. “Learning Valued Preference Structures for Solving Classification Problems.” Fuzzy Sets and Systems 159, no. 18 (2008): 2337–52.
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2008 | Journal Article | LibreCat-ID: 16184
Beringer, J., and Eyke Hüllermeier. “Case-Based Learning in a Bipolar Possibilistic Framework.” International Journal of Intelligent Systems 23, no. 10 (2008): 1119–34.
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2008 | Conference Paper | LibreCat-ID: 13600
Cheng, W., and Eyke Hüllermeier. “Learning Similarity Functions from Qualitative Feedback.” In In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff, R. Bergmann, M. Minor, and A. Hanft, 120–34. Springer, 2008.
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2008 | Journal Article | LibreCat-ID: 16166
Hüllermeier, Eyke, J. Fürnkranz, W. Cheng, and K. Brinker. “Label Ranking by Learning Pairwise Preferences.” Artificial Intelligence 172 (2008): 1897–1917.
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2008 | Journal Article | LibreCat-ID: 16167
Vanderlooy, S., and Eyke Hüllermeier. “A Critical Analysis of Variants of the AUC.” Machine Learning 72 (2008): 247–72.
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2008 | Book Chapter | LibreCat-ID: 16225
Hüllermeier, Eyke. “Granular Computing in Machine Learning and Data Mining.” In Handbook on Granular Computing, edited by W. Pedrycz, A. Skowron, and V. Kreinovich, 889–906. John Wiley and Sons, 2008.
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2007 | Conference Paper | LibreCat-ID: 14833
Brinker, K., and Eyke Hüllermeier. “Label Ranking in Case-Based Reasoning.” In In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, edited by M. Richter and R. Weber, 4626:77–91. LNAI. Springer, 2007.
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2007 | Journal Article | LibreCat-ID: 16170
Hüllermeier, Eyke, and Y. Yi. “In Defense of Fuzzy Association Analysis.” IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics 37, no. 4 (2007): 1039–43.
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2007 | Journal Article | LibreCat-ID: 16175
Dubois, D., and Eyke Hüllermeier. “Comparing Probability Measures Using Possibility Theory: A Notion of Relative Peakedness.” International Journal of Approximate Reasoning 45, no. 2 (2007): 364–85.
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2007 | Journal Article | LibreCat-ID: 16194
Karimi, I., and Eyke Hüllermeier. “Risk Assessment for Natural Hazards: A New Approach Based on Fuzzy Probability.” Fuzzy Sets and Systems 158, no. 9 (2007): 987–99.
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2007 | Book Chapter | LibreCat-ID: 16226
Beringer, J., and Eyke Hüllermeier. “Fuzzy Clustering of Parallel Data Streams.” In Advances in Fuzzy Clustering and Its Applications , edited by J. Valente de Oliveira and W. Pedrycz, 333–52. John Wiley and Sons, 2007.
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