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449 Publications


2012 | Book Chapter | LibreCat-ID: 15396
Hüllermeier, Eyke, and A. Fallah Tehrani. “Efficient Learning of Classifiers Based on the 2-Additive Choquet Integral.” Computational Intelligence in Intelligent Data Analysis, edited by C. Moewes and A. Nürnberger, Springer, 2012, pp. 17–30.
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2012 | Conference Paper | LibreCat-ID: 15754
Bräuning, M., and Eyke Hüllermeier. “Learning Conditional Lexicographic Preference Trees.” In Workshops on Preference Learning at ECAI, European Conference on Artiticial Intelligence, Montpellier, France, 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 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: 16084
Fallah Tehrani, A., et al. “Learning  Monotone Nonlinear Models Using the Choquet Integral.” Machine Learning, vol. 89, no. 1, 2012, pp. 183–211.
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2012 | Journal Article | LibreCat-ID: 16085
Bustince, H., et al. “Grouping, Overlap and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons.” IEEE Transactions on Fuzzy Systems, vol. 20, no. 3, 2012, pp. 405–15.
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2012 | Journal Article | LibreCat-ID: 16087
Fürnkranz, J., et al. “Preference-Based Reinforcement Learning: A Formal Framework and a Policy Iteration Algorithm.” Machine Learning, vol. 89, no. 1, 2012, pp. 123–56.
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2012 | Journal Article | LibreCat-ID: 16088
Dembczynski, K., et al. “On Label Dependence and Loss  Minimization in Multi-Label Classification.” Machine Learning, vol. 88, no. 1–2, 2012, pp. 5–45.
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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, vol. 3, no. 4, 2012, pp. 235–49.
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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, vol. 206, 2012, pp. 1–17.
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2012 | Journal Article | LibreCat-ID: 16091
Fallah Tehrani, A., et al. “Preference Learning Using the Choquet Integral: The Case of Multipartite Ranking.” IEEE Transactions on Fuzzy Systems, vol. 20, no. 6, 2012, pp. 1102–13.
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2012 | Journal Article | LibreCat-ID: 16092
Fober, T., et al. “Fingerprint Kernels for Protein Structure Comparison.” Molecular Informatics, vol. 31, no. 6–7, 2012, pp. 443–52.
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2012 | Journal Article | LibreCat-ID: 16093
Hüllermeier, Eyke, et al. “Comparing Fuzzy Partitions: A Generalization of the Rand Index and Related Measures.” IEEE Transactions on Fuzzy Systems, vol. 20, no. 3, 2012, pp. 546–56.
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2012 | Journal Article | LibreCat-ID: 16094
Senge, Robin, et al. “Fuzzy Pattern Trees: Ein Alternativer Ansatz Zur Fuzzy-Modellierung.” At-Atomatisierungstechnik, vol. 60, no. 10, 2012, pp. 622–29.
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2012 | Conference Paper | LibreCat-ID: 13120
Cheng, W., et al. “Label Ranking with Partial Abstention Based on Thresholded Probalistic Models.” 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: 13191
Cheng, W., and Eyke Hüllermeier. “Probability Estimation for Mulit-Class Classification Based on Label Ranking.” 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 | Conference Paper | LibreCat-ID: 13192
Dembczynski, K., et al. “Consistent Multilabel Ranking through Univariate Loss Minimization.” 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: 13193
Dembczynski, K., et al. “An Analysis of Chaining in Multi-Label Classification.” In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France , IOS Press, 2012, pp. 294–99.
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2012 | Book Chapter | LibreCat-ID: 10153
Hüllermeier, Eyke. “Fuzzy Rules in Data Mining: From Fuzzy Associations to Gradual Dependencies.” Combining Experimentation and Theory, edited by E. Trillas et al., vol. 271, Springer, 2012, pp. 123–35.
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2011 | Conference Paper | LibreCat-ID: 15762
Dembczynski, K., et al. “Joint Mode Estimation in Multi-Label Classification by Chaining.” In Proceedings ECML Workshop on Collective Inference and Learning on Structured Data, Athens, Greece, 2011.
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2011 | Conference Paper | LibreCat-ID: 15764
Mernberger, M., et al. “Prediction of Protein Localization for Specialized Compartments Using Time Series Kernels.” In Proceedings GCB-2011 German Conference on Bioinformatics Munich, Germany, 2011.
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