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427 Publications


2011 | Conference Paper | LibreCat-ID: 15116
Lughofer, E., and Eyke Hüllermeier. “On-Line Redundancy Deletion in Evolving Fuzzy Regression Models Using a Fuzzy Inclusion Measure.” In In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, edited by S. Galichet, J. Montero, and G. Mauris, 380–87, 2011.
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2011 | Journal Article | LibreCat-ID: 16119
Hirsch, O., S. Bösner, Eyke Hüllermeier, R. Senge, K. Dembczynski, and N. Donner-Banzhoff. “Multivariate Modeling to Identify Patterns in Clinical Data: The Example of Chest Pain.” BMC Medical Research Methodology 11, no. 155 (2011).
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2011 | Journal Article | LibreCat-ID: 16126
Domshlak, C., Eyke Hüllermeier, S. Kaci, and H. Prade. “Preferences in AL: An Overview.” Artificial Intelligence 175, no. 7–8 (2011): 1037–52.
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2011 | Conference Paper | LibreCat-ID: 15762
Dembczynski, K., W. Waegeman, and Eyke Hüllermeier. “Joint Mode Estimation in Multi-Label Classification by Chaining.” In In Proceedings ECML Workshop on Collective Inference and Learning on Structured Data, Athens, Greece, 2011.
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2011 | Conference Paper | LibreCat-ID: 13197
Fallah Tehrani, A., W. Cheng, K. Dembczynski, and Eyke Hüllermeier. “Learning  Monotone Nonlinear Models Using the Choquet Integral.” In In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, 2011.
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2011 | Conference Paper | LibreCat-ID: 15117
Fallah Tehrani, A., W. Cheng, and Eyke Hüllermeier. “Choquistic Regression: Generalizing Logistic Regression Using the Choquet Integral.” In In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, 868–75, 2011.
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2011 | Journal Article | LibreCat-ID: 16153
Senge, Robin, and Eyke Hüllermeier. “Top-down Induction of Fuzzy Pattern Trees.” IEEE Transactions on Fuzzy Systems 19, no. 2 (2011): 241–52.
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2011 | Conference Paper | LibreCat-ID: 13198
Hüllermeier, Eyke, and P. Schlegel. “Preference-Based CBR: First Steps toward a Methodological Framework.” In In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, Number 6880 in LNAI, edited by A. Ram and N. Wiratunga, 77–91. Springer, 2011.
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2011 | Conference Paper | LibreCat-ID: 15764
Mernberger, M., D. Moog, S. Stork, S. Zauner, U. Maier, and Eyke Hüllermeier. “Prediction of Protein Localization for Specialized Compartments Using Time Series Kernels.” In In Proceedings GCB-2011 German Conference on Bioinformatics Munich, Germany, 2011.
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2011 | Journal Article | LibreCat-ID: 16147
Hüllermeier, Eyke. “Fuzzy Machine Learning and Data Mining.” WIREs Data Mining and Knowledge Discovery 1, no. 4 (2011): 269–83.
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2011 | Conference Paper | LibreCat-ID: 13194
Dembczynski, K., W. Waegeman, W. Cheng, and Eyke Hüllermeier. “An Exact Algorithm for F-Measure Maximization.” In In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain, 2011.
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2011 | Journal Article | LibreCat-ID: 16148
Mernberger, M., G. Klebe, and Eyke Hüllermeier. “SEGA: Semi-Global Graph Alignment for Structure-Based Protein Comparison.” IEEE/ACM Transactions of Computational Biology and Bioinformatics 8, no. 5 (2011): 1330–43.
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2011 | Journal Article | LibreCat-ID: 16150
Hüllermeier, Eyke. “Fuzzy Sets in Machine Learning and Data Mining.” Applied Soft Computing Journal, 2011, 1493–1505.
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2010 | Conference Paper | LibreCat-ID: 13594
Cheng, W., M. Rademaker, B. De Beats, and Eyke Hüllermeier. “Predicting Partial Orders: Ranking with Abstention.” 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 | Book Chapter | LibreCat-ID: 15297
Hüllermeier, Eyke, and J. Hühn. “An Analysis of the FURIA Algorithm for Fuzzy Rule Induction.” In Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S.Michalski, edited by J. Koronacki, Z.W. Ras, S.T. Wierzchon, and J. Kacprzyk, 262:321–44. Studies in Computational Intelligence. Springer, 2010.
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2010 | Journal Article | LibreCat-ID: 16151
Hüllermeier, Eyke, and S. Vanderlooy. “Combining Predictions in Pairwise Classification: An Optimal Adaptive Voting Strategy and Its Relation to Weighted Voting.” Pattern Recognition 43, no. 1 (2010): 128–42.
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2010 | Conference Paper | LibreCat-ID: 13590
Cheng, W., K. Dembczynski, and Eyke Hüllermeier. “Label Ranking Based on the Plackett-Luce Model.” In In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 215–22, 2010.
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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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