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 -