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409 Publications


2011 | Conference Paper | LibreCat-ID: 13194
Dembczynski, K., et al. “An Exact Algorithm for F-Measure Maximization.” 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., et al. “SEGA: Semi-Global Graph Alignment for Structure-Based Protein Comparison.” IEEE/ACM Transactions of Computational Biology and Bioinformatics, vol. 8, no. 5, 2011, pp. 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, pp. 1493–505.
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2010 | Conference Paper | LibreCat-ID: 13594
Cheng, W., et al. “Predicting Partial Orders: Ranking with Abstention.” 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.” Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S.Michalski, edited by J. Koronacki et al., vol. 262, Springer, 2010, pp. 321–44.
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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, vol. 43, no. 1, 2010, pp. 128–42.
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2010 | Conference Paper | LibreCat-ID: 13590
Cheng, W., et al. “Label Ranking Based on the Plackett-Luce Model.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010, pp. 215–22.
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2010 | Book Chapter | LibreCat-ID: 15298
Fürnkranz, J., and Eyke Hüllermeier. “Preference Learning: An Introduction.” Preference Learning, edited by J. Fürnkranz and Eyke Hüllermeier, Springer, 2010, pp. 1–18.
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2010 | Journal Article | LibreCat-ID: 16121
Pfeffer, P., et al. “GARLig: A Fully Automated Tool for Subset Selection of Large Fragment Spaces via a Self-Adaptive Genetic Algorithm.” Journal of Chemical Information and Modeling, vol. 50, no. 9, 2010, pp. 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, vol. 76, no. 1, 2010, pp. 49–62.
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2010 | Conference Paper | LibreCat-ID: 13589
Dembczynski, K., et al. “Bayes Optimal Multilabel Classification via Probalistic Classifier Chains.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010, pp. 279–86.
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2010 | Conference Paper | LibreCat-ID: 13591
Cheng, W., et al. “Graded Multi-Label Classification: The Ordinal Case.” 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 Proceedings SUM 2010, International Conference on Scalable Uncertainty Management , vol. 6379, no. LNCS, Springer, 2010, pp. 16–19.
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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 Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 13593
Dembczynski, K., et al. “Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss.” 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 Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 15765
Fober, T., et al. “Efficient Similarity Retrieval for Protein Binding Sites Based on Histogram Comparison.” In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany, 2010, pp. 51–60.
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2010 | Conference Paper | LibreCat-ID: 15772
Dembczynski, K., et al. “On Label Dependence in Multi-Label Classification.” 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 Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1294–98.
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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, vol. 17, no. 1, 2009, pp. 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 Proceedings MLD-2009 1st  International Workshop on Learning from Multi-Label Data, Bled, Slovenia, 2009, pp. 28–38.
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2009 | Conference Paper | LibreCat-ID: 15778
Fober, T., et al. “Extension and Empirical Comparison of Graph-Kernels for the Analysis of Protein Active Sites.” In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, 2009, pp. 30–36.
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2009 | Conference Paper | LibreCat-ID: 13595
Cheng, W., et al. “Decision Tree and Instance-Based Learning for Label Ranking.” In Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada, 2009, pp. 161–68.
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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 Proceedings 19th Workshop Computational Intelligence, Dortmund Germany, edited by F. Hoffmann and Eyke Hüllermeier, KIT Scientific Publishing, 2009, pp. 22–33.
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2009 | Conference Paper | LibreCat-ID: 13596
Fürnkranz, J., et al. “Binary Decomposition Methods for Multipartite Ranking.” 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., et al. “Graph-Kernels for the Comparative Analysis of Protein Active Sites.” In Proceedings GCB-2009 German Conference on Bioinformatics Halle (Saale), Germany, edited by I. Grosse et al., 2009, pp. 21–31.
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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 , vol. 19, 2009, pp. 293–319.
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2009 | Journal Article | LibreCat-ID: 16165
Hüllermeier, Eyke, et al. “Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions.” Künstliche Intelligenz, vol. 1, no. 09, 2009, pp. 24–29.
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2009 | Conference Paper | LibreCat-ID: 15194
Boukhris, I., et al. “Similarity Analysis of Protein Binding Sites: A Generalization of the Maximum Common Subgraph Measure Based on Quasi-Clique Detection.” In Proceedings IDA-2009, 9th International Symposium on Intelligent Data Analysis, Pisa / Italy, 2009, pp. 1245–50.
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2009 | Conference Paper | LibreCat-ID: 15120
Fober, T., et al. “Efficient Construction of Multiple Geometrical Alignments for the Comparison of Protein Binding Sites.” In Proceedings ISDA-2009, 9th International Conference on Intelligent Systems Design and Applications, Pisa, Italy, 2009, pp. 1251–56.
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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 Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, 2009, pp. 105–10.
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2009 | Journal Article | LibreCat-ID: 16154
Weskamp, N., et al. “Merging Chemical and Biological Space: Structural Mapping of Enzyme Binding Pocket Space.” Proteins, vol. 76, no. 2, 2009, pp. 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, vol. 17, no. 6, 2009, pp. 1233–44.
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2009 | Journal Article | LibreCat-ID: 16161
Yi, Y., et al. “Fuzzy Operator Trees for Modeling Rating Functions.” International Journal of Computational Intelligence and Applications, vol. 8, no. 4, 2009, pp. 413–28.
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2009 | Book Chapter | LibreCat-ID: 10188
Hüllermeier, Eyke. “On the Usefulness of Fuzzy Sets in Data Mining.” Views on Fuzzy Sets and Systems from Different Perspectives: Philosophy and Logic, Criticisms and Applications, edited by R. Seising, Springer, 2009, pp. 457–70.
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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 Proceedings 6th International Symposium on Neural Networks, Wuhan, China, no. LNCS 5551, Springer, 2009, pp. 707–16.
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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 Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1299–304.
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2009 | Journal Article | LibreCat-ID: 16162
Fober, T., et al. “Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.” Bioinformatics, vol. 25, no. 16, 2009, pp. 2110–17.
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2008 | Conference Paper | LibreCat-ID: 13599
Hüllermeier, Eyke, et al. “Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions.” In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff et al., no. LNAI 5239, 2008, pp. 240–54.
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2008 | Journal Article | LibreCat-ID: 16168
Fürnkranz, J., et al. “Multilabel Classification via Calibrated Label Ranking.” Machine Learning, vol. 73, no. 2, 2008, pp. 133–53.
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2008 | Conference Paper | LibreCat-ID: 15780
Fober, T., et al. “Evolutionary Construction of Multiple Graph Alignments for Mining Structured Biomolecular Data .” In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 2008, pp. 27–33.
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2008 | Book Chapter | LibreCat-ID: 10154
Hüllermeier, Eyke. “Fuzzy Methods in Data Mining.” Encyclopedia of Data Warehousing and Mining - Second Edition, Idea Group, Inc.,Hershey, USA, 2008, pp. 907–12.
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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.” Preferences and Similarities, edited by G. Della Riccia et al., Springer, 2008, pp. 283–304.
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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 Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 2008, pp. 34–41.
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2008 | Conference Paper | LibreCat-ID: 15781
Fober, T., et al. “Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.” IIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008, edited by A. Beyer and M. Schroeder, 2008, pp. 44–53.
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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 , vol. 1, no. 1, 2008, pp. 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, vol. 159, no. 18, 2008, pp. 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, vol. 23, no. 10, 2008, pp. 1119–34.
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2008 | Conference Paper | LibreCat-ID: 13600
Cheng, W., and Eyke Hüllermeier. “Learning Similarity Functions from Qualitative Feedback.” In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff et al., no. LNAI 5239, Springer, 2008, pp. 120–34.
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2008 | Journal Article | LibreCat-ID: 16166
Hüllermeier, Eyke, et al. “Label Ranking by Learning Pairwise Preferences.” Artificial Intelligence, vol. 172, 2008, pp. 1897–917.
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