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448 Publications


2011 | Conference Paper | LibreCat-ID: 13196
Fürnkranz, J., and Eyke Hüllermeier. “Learning from Label Preferences.” In Proceedings DS-2011, 14th International  Conference on Discovery Science, Number 6926 in LNAI, edited by T. Elomaa et al., Springer, 2011, pp. 2–17.
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2011 | Conference Paper | LibreCat-ID: 13197
Fallah Tehrani, A., et al. “Learning  Monotone Nonlinear Models Using the Choquet Integral.” 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: 13198
Hüllermeier, Eyke, and P. Schlegel. “Preference-Based CBR: First Steps toward a Methodological Framework.” In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, Number 6880 in LNAI, edited by A. Ram and N. Wiratunga, Springer, 2011, pp. 77–91.
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2011 | Conference Paper | LibreCat-ID: 13588
Kotlowski, W., et al. “Bipartite Ranking through Minimization of Univariate Loss.” In Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA, 2011.
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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 | 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 | 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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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: 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 | 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: 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 | 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: 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 | 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: 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: 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 | 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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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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