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409 Publications


2012 | Conference Paper | LibreCat-ID: 13191
Cheng, W., and Eyke Hüllermeier. “Probability Estimation for Mulit-Class Classification Based on Label Ranking.” In Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK, 2012.
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2012 | Journal Article | LibreCat-ID: 16087
Fürnkranz, J., Eyke Hüllermeier, W. Cheng, and S.H. Park. “Preference-Based Reinforcement Learning: A Formal Framework and a Policy Iteration Algorithm.” Machine Learning 89, no. 1 (2012): 123–56.
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2012 | Journal Article | LibreCat-ID: 16094
Senge, Robin, T. Fober, N. Nasiri, and Eyke Hüllermeier. “Fuzzy Pattern Trees: Ein Alternativer Ansatz Zur Fuzzy-Modellierung.” At-Atomatisierungstechnik 60, no. 10 (2012): 622–29.
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2012 | Conference Paper | LibreCat-ID: 13192
Dembczynski, K., W. Kotlowski, and Eyke Hüllermeier. “Consistent Multilabel Ranking through Univariate Loss Minimization.” In In Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland, edited by J. Langford and J. Pineau, 2012.
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2012 | Conference Paper | LibreCat-ID: 15299
Leinweber, M., L. Baumgärtner, M. Mernberger, T. Fober, Eyke Hüllermeier, G. Klebe, and B. Freisleben. “GPU-Based Cloud Computing for Comparing the Structure of Protein Binding Sites.” In In Proceedings IEEE Conference on Digital Ecosystem Technologies-Complex Environment Engineering Campione D`Italia, Italy, 2012.
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2012 | Journal Article | LibreCat-ID: 16088
Dembczynski, K., W. Waegeman, W. Cheng, and Eyke Hüllermeier. “On Label Dependence and Loss  Minimization in Multi-Label Classification.” Machine Learning 88, no. 1–2 (2012): 5–45.
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2012 | Journal Article | LibreCat-ID: 16090
Dolorez Ruiz, M., and Eyke Hüllermeier. “A Formal and Empirical Analysis of the Fuzzy Gamma Rank Correlation Coefficient.” Information Sciences 206 (2012): 1–17.
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2012 | Conference Paper | LibreCat-ID: 13193
Dembczynski, K., W. Waegeman, and Eyke Hüllermeier. “An Analysis of Chaining in Multi-Label Classification.” In In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France , 294–99. IOS Press, 2012.
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2012 | Book Chapter | LibreCat-ID: 15396
Hüllermeier, Eyke, and A. Fallah Tehrani. “Efficient Learning of Classifiers Based on the 2-Additive Choquet Integral.” In Computational Intelligence in Intelligent Data Analysis, edited by C. Moewes and A. Nürnberger, 17–30. Studies in Computational Intelligence. Springer, 2012.
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2012 | Journal Article | LibreCat-ID: 16084
Fallah Tehrani, A., W. Cheng, K. Dembczynski, and Eyke Hüllermeier. “Learning  Monotone Nonlinear Models Using the Choquet Integral.” Machine Learning 89, no. 1 (2012): 183–211.
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2012 | Journal Article | LibreCat-ID: 16089
Shaker, Ammar, and Eyke Hüllermeier. “IBL Streams: A System for Instance-Based Classification and Regression on Data Streams.” Evolving Systems 3, no. 4 (2012): 235–49.
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2012 | Journal Article | LibreCat-ID: 16091
Fallah Tehrani, A., W. Cheng, and Eyke Hüllermeier. “Preference Learning Using the Choquet Integral: The Case of Multipartite Ranking.” IEEE Transactions on Fuzzy Systems 20, no. 6 (2012): 1102–13.
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2012 | Conference Paper | LibreCat-ID: 13120
Cheng, W., Eyke Hüllermeier, W. Waegeman, and V. Welker. “Label Ranking with Partial Abstention Based on Thresholded Probalistic Models.” In In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA, 2012.
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2012 | Conference Paper | LibreCat-ID: 15114
Hüllermeier, Eyke, and A. Fallah Tehrani. “On the VC Dimension of the Choquet Integral.” In In Proceedings IPMU-2012 14th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy, 2012.
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2012 | Journal Article | LibreCat-ID: 16085
Bustince, H., M. Pagola, R. Mesiar, Eyke Hüllermeier, and F. Herrera. “Grouping, Overlap and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons.” IEEE Transactions on Fuzzy Systems 20, no. 3 (2012): 405–15.
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2012 | Journal Article | LibreCat-ID: 16092
Fober, T., M. Mernberger, G. Klebe, and Eyke Hüllermeier. “Fingerprint Kernels for Protein Structure Comparison.” Molecular Informatics 31, no. 6–7 (2012): 443–52.
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2011 | Conference Paper | LibreCat-ID: 15115
Nasiri, M., Eyke Hüllermeier, Robin Senge, and E. Lughofer. “Comparing Methods for Knowledge-Driven and Data-Driven Fuzzy Modeling: A Case Study in Textile Industry.” In In Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia, RW-103-1-6, 2011.
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2011 | Journal Article | LibreCat-ID: 16149
Fober, T., S. Glinca, G. Klebe, and Eyke Hüllermeier. “Superposition and Alignment of Labeled Point Clouds.” IEEE/ACM Transactions on Computational Biology and Bioinformatics 8, no. 6 (2011): 1653–66.
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2011 | Conference Paper | LibreCat-ID: 13196
Fürnkranz, J., and Eyke Hüllermeier. “Learning from Label Preferences.” In In Proceedings DS-2011, 14th International  Conference on Discovery Science, Number 6926 in LNAI, edited by T. Elomaa, J. Hollmen, and H. Mannila, 2–17. Springer, 2011.
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2011 | Conference Paper | LibreCat-ID: 13588
Kotlowski, W., K. Dembczynski, and Eyke Hüllermeier. “Bipartite Ranking through Minimization of Univariate Loss.” In In Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA, 2011.
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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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