TY - CHAP AU - Hüllermeier, Eyke AU - Fallah Tehrani, A. ED - Moewes, C. ED - Nürnberger, A. ID - 15396 T2 - Computational Intelligence in Intelligent Data Analysis TI - Efficient learning of classifiers based on the 2-additive Choquet integral ER - TY - CONF AU - Bräuning, M. AU - Hüllermeier, Eyke ID - 15754 T2 - In Workshops on Preference Learning at ECAI, European Conference on Artiticial intelligence, Montpellier, France TI - Learning conditional lexicographic preference trees ER - TY - CONF AU - Hüllermeier, Eyke AU - Fallah Tehrani, A. ID - 15114 T2 - In Proceedings IPMU-2012 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy TI - On the VC dimension of the Choquet integral ER - TY - JOUR AU - Fallah Tehrani, A. AU - Cheng, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ID - 16084 IS - 1 JF - Machine Learning TI - Learning monotone nonlinear models using the Choquet integral VL - 89 ER - TY - JOUR AU - Bustince, H. AU - Pagola, M. AU - Mesiar, R. AU - Hüllermeier, Eyke AU - Herrera, F. ID - 16085 IS - 3 JF - IEEE Transactions on Fuzzy Systems TI - Grouping, overlap and generalized bientropic functions for fuzzy modeling of pairwise comparisons VL - 20 ER - TY - JOUR AU - Fürnkranz, J. AU - Hüllermeier, Eyke AU - Cheng, W. AU - Park, S.H. ID - 16087 IS - 1 JF - Machine Learning TI - Preference-based reinforcement learning: A formal framework and a policy iteration algorithm VL - 89 ER - TY - JOUR AU - Dembczynski, K. AU - Waegeman, W. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 16088 IS - 1-2 JF - Machine Learning TI - On label dependence and loss minimization in multi-label classification VL - 88 ER - TY - JOUR AU - Shaker, Ammar AU - Hüllermeier, Eyke ID - 16089 IS - 4 JF - Evolving Systems TI - IBL Streams: A system for instance-based classification and regression on data streams VL - 3 ER - TY - JOUR AU - Dolorez Ruiz, M. AU - Hüllermeier, Eyke ID - 16090 JF - Information Sciences TI - A formal and empirical analysis of the fuzzy gamma rank correlation coefficient VL - 206 ER - TY - JOUR AU - Fallah Tehrani, A. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 16091 IS - 6 JF - IEEE Transactions on Fuzzy Systems TI - Preference learning using the Choquet integral: The case of multipartite ranking VL - 20 ER - TY - JOUR AU - Fober, T. AU - Mernberger, M. AU - Klebe, G. AU - Hüllermeier, Eyke ID - 16092 IS - 6-7 JF - Molecular Informatics TI - Fingerprint kernels for protein structure comparison VL - 31 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Rifqi, M. AU - Henzgen, Sascha AU - Senge, Robin ID - 16093 IS - 3 JF - IEEE Transactions on Fuzzy Systems TI - Comparing fuzzy partitions: A generalization of the Rand index and related measures VL - 20 ER - TY - JOUR AU - Senge, Robin AU - Fober, T. AU - Nasiri, N. AU - Hüllermeier, Eyke ID - 16094 IS - 10 JF - At-Atomatisierungstechnik TI - Fuzzy Pattern Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung VL - 60 ER - TY - CONF AU - Cheng, W. AU - Hüllermeier, Eyke AU - Waegeman, W. AU - Welker, V. ID - 13120 T2 - In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA TI - Label ranking with partial abstention based on thresholded probalistic models ER - TY - CONF AU - Cheng, W. AU - Hüllermeier, Eyke ID - 13191 T2 - Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK TI - Probability estimation for mulit-class classification based on label ranking ER - TY - CONF AU - Dembczynski, K. AU - Kotlowski, W. AU - Hüllermeier, Eyke ED - Langford, J. ED - Pineau, J. ID - 13192 T2 - in Proceedings ICML-2012, International Conference on Machine Learning, Edinburgh, Scotland TI - Consistent multilabel ranking through univariate loss minimization ER - TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Hüllermeier, Eyke ID - 13193 T2 - In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France TI - An analysis of chaining in multi-label classification ER - TY - CHAP AU - Hüllermeier, Eyke ED - Trillas, E. ED - Bonissone, P.P. ED - Magdalena, L. ED - Kacprzyk, J. ID - 10153 T2 - Combining Experimentation and Theory TI - Fuzzy rules in data mining: From fuzzy associations to gradual dependencies VL - 271 ER - TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Hüllermeier, Eyke ID - 15762 T2 - In Proceedings ECML Workshop on Collective inference and Learning on Structured Data, Athens, Greece TI - Joint mode estimation in multi-label classification by chaining ER - TY - CONF AU - Mernberger, M. AU - Moog, D. AU - Stork, S. AU - Zauner, S. AU - Maier, U. AU - Hüllermeier, Eyke ID - 15764 T2 - In Proceedings GCB-2011 German Conference on Bioinformatics Munich, Germany TI - Prediction of protein localization for specialized compartments using time series kernels ER - TY - CONF AU - Nasiri, M. AU - Hüllermeier, Eyke AU - Senge, Robin AU - Lughofer, E. ID - 15115 T2 - in Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia TI - Comparing methods for knowledge-driven and data-driven fuzzy modeling: A case study in textile industry ER - TY - CONF AU - Lughofer, E. AU - Hüllermeier, Eyke ED - Galichet, S. ED - Montero, J. ED - Mauris, G. ID - 15116 T2 - in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France TI - On-line redundancy deletion in evolving fuzzy regression models using a fuzzy inclusion measure ER - TY - CONF AU - Fallah Tehrani, A. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 15117 T2 - in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France TI - Choquistic regression: Generalizing logistic regression using the Choquet integral ER - TY - JOUR AU - Hirsch, O. AU - Bösner, S. AU - Hüllermeier, Eyke AU - Senge, R. AU - Dembczynski, K. AU - Donner-Banzhoff, N. ID - 16119 IS - 155 JF - BMC Medical Research Methodology TI - Multivariate modeling to identify patterns in clinical data: The example of chest pain VL - 11 ER - TY - JOUR AU - Domshlak, C. AU - Hüllermeier, Eyke AU - Kaci, S. AU - Prade, H. ID - 16126 IS - 7-8 JF - Artificial Intelligence TI - Preferences in AL: An overview VL - 175 ER - TY - JOUR AU - Hüllermeier, Eyke ID - 16147 IS - 4 JF - WIREs Data Mining and Knowledge Discovery TI - Fuzzy machine learning and data mining VL - 1 ER - TY - JOUR AU - Mernberger, M. AU - Klebe, G. AU - Hüllermeier, Eyke ID - 16148 IS - 5 JF - IEEE/ACM Transactions of Computational Biology and Bioinformatics TI - SEGA: Semi-global graph alignment for structure-based protein comparison VL - 8 ER - TY - JOUR AU - Fober, T. AU - Glinca, S. AU - Klebe, G. AU - Hüllermeier, Eyke ID - 16149 IS - 6 JF - IEEE/ACM Transactions on Computational Biology and Bioinformatics TI - Superposition and alignment of labeled point clouds VL - 8 ER - TY - JOUR AU - Hüllermeier, Eyke ID - 16150 JF - Applied Soft Computing Journal TI - Fuzzy sets in machine learning and data mining ER - TY - JOUR AU - Senge, Robin AU - Hüllermeier, Eyke ID - 16153 IS - 2 JF - IEEE Transactions on Fuzzy Systems TI - Top-down induction of fuzzy pattern trees VL - 19 ER - TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 13194 T2 - In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain TI - An exact algorithm for F-measure maximization ER - TY - CONF AU - Fürnkranz, J. AU - Hüllermeier, Eyke ED - Elomaa, T. ED - Hollmen, J. ED - Mannila, H. ID - 13196 T2 - in Proceedings DS-2011, 14th International Conference on Discovery Science, number 6926 in LNAI TI - Learning from label preferences ER - TY - CONF AU - Fallah Tehrani, A. AU - Cheng, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ID - 13197 T2 - In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, TI - Learning monotone nonlinear models using the Choquet integral ER - TY - CONF AU - Hüllermeier, Eyke AU - Schlegel, P. ED - Ram, A. ED - Wiratunga, N. ID - 13198 T2 - In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, number 6880 in LNAI TI - Preference-based CBR: First steps toward a methodological framework ER - TY - CONF AU - Kotlowski, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ID - 13588 T2 - in Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA TI - Bipartite ranking through minimization of univariate loss ER - TY - CHAP AU - Hüllermeier, Eyke AU - Hühn, J. ED - Koronacki, J. ED - Ras, Z.W. ED - Wierzchon, S.T. ED - Kacprzyk, J. ID - 15297 T2 - Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S.Michalski TI - An Analysis of the FURIA algorithm for fuzzy rule induction VL - 262 ER - TY - CHAP AU - Fürnkranz, J. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Hüllermeier, Eyke ID - 15298 T2 - Preference Learning TI - Preference Learning: An Introduction ER - TY - CONF AU - Fober, T. AU - Mernberger, M. AU - Klebe, G. AU - Hüllermeier, Eyke ID - 15765 T2 - In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany TI - Efficient similarity retrieval for protein binding sites based on histogram comparison ER - TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 15772 T2 - In Proceedings MLD-2010, 2nd International Workshop on Learning from Multi-Label Data, Haifa, Israel TI - On label dependence in multi-label classification ER - TY - CONF AU - Fober, T. AU - Hüllermeier, Eyke ID - 15118 T2 - in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain TI - Similarity measures for protein structures based on fuzzy histogram comparison ER - TY - CONF AU - Senge, Robin AU - Hüllermeier, Eyke ID - 15119 T2 - in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain TI - Pattern trees for regression and fuzzy systems modeling ER - TY - JOUR AU - Pfeffer, P. AU - Fober, T. AU - Hüllermeier, Eyke AU - Klebe, G. ID - 16121 IS - 9 JF - Journal of Chemical Information and Modeling TI - GARLig: A fully automated tool for subset selection of large fragment spaces via a self-adaptive genetic algorithm VL - 50 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Vanderlooy, S. ID - 16151 IS - 1 JF - Pattern Recognition TI - Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting VL - 43 ER - TY - JOUR AU - Hüllermeier, Eyke AU - Fürnkranz, J. ID - 16152 IS - 1 JF - Journal of Computer and System Sciences TI - On predictive accuracy and risk minimization in pairwise label ranking VL - 76 ER - TY - CONF AU - Dembczynski, K. AU - Cheng, W. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Joachims, T. ID - 13589 T2 - in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel TI - Bayes optimal multilabel classification via probalistic classifier chains ER - TY - CONF AU - Cheng, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Joachims, T. ID - 13590 T2 - in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel TI - Label ranking based on the Plackett-Luce model ER - TY - CONF AU - Cheng, W. AU - Dembczynski, K. AU - Hüllermeier, Eyke ED - Fürnkranz, J. ED - Joachims, T. ID - 13591 T2 - in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel TI - Graded multi-label classification: The ordinal case ER - TY - CONF AU - Dembczynski, K. AU - Waegeman, W. AU - Cheng, W. AU - Hüllermeier, Eyke ID - 13593 T2 - In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain TI - Regret analysis for performance metrics in multi-label classification: The case of Hamming and subset zero-one loss ER - TY - CONF AU - Cheng, W. AU - Rademaker, M. AU - De Beats, B. AU - Hüllermeier, Eyke ID - 13594 T2 - In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain TI - Predicting partial orders: Ranking with abstention ER - TY - CONF AU - Hüllermeier, Eyke ID - 13597 IS - LNCS T2 - in Proceedings SUM 2010, International Conference on Scalable Uncertainty Management TI - Uncertainty in clustering and classification VL - 6379 ER -