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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.” 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., 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: 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: 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: 15299
Leinweber, M., et al. “GPU-Based Cloud Computing for Comparing the Structure of Protein Binding Sites.” 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., 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: 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 | 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: 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 | 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: 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: 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 | 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: 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: 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: 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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2011 | Conference Paper | LibreCat-ID: 15115
Nasiri, M., et al. “Comparing Methods for Knowledge-Driven and Data-Driven Fuzzy Modeling: A Case Study in Textile Industry.” In Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia, 2011, p. RW-103-1-6.
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2011 | Journal Article | LibreCat-ID: 16149
Fober, T., et al. “Superposition and Alignment of Labeled Point Clouds.” IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 8, no. 6, 2011, pp. 1653–66.
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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: 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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