@inproceedings{14835, author = {{Brinker, K. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings IJCAI-07, 20th international Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007}}, pages = {{701--707}}, title = {{{Case-based multilabel ranking}}}, year = {{2007}}, } @inproceedings{15197, author = {{Hüllermeier, Eyke and Brinker, K.}}, booktitle = {{in Proceedings EUSFLAT-2007 5th International Conference on the European Society for Fuzzy Logic and Technology, Ostrava, Czech Republic}}, pages = {{353--360}}, title = {{{Fuzzy-relational classificaton : Combining pairwise decomposition techniques with fuzzy preference modeling}}}, volume = {{1}}, year = {{2007}}, } @inproceedings{15198, author = {{Beringer, J. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems}}, title = {{{Adaptive optimization of the number of clusters in fuzzy clustering, London 2007}}}, year = {{2007}}, } @inproceedings{15199, author = {{Hüllermeier, Eyke and Weskamp, N. and Klebe, G. and Kuhn, D.}}, booktitle = {{in Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, London}}, title = {{{Graph alignment: Fuzzy pattern mining for the structural analysis of protein active sites}}}, year = {{2007}}, } @article{16170, author = {{Hüllermeier, Eyke and Yi, Y.}}, journal = {{IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics}}, number = {{4}}, pages = {{1039--1043}}, title = {{{In defense of fuzzy association analysis}}}, volume = {{37}}, year = {{2007}}, } @article{16171, author = {{Hüllermeier, Eyke}}, journal = {{IEEE Transactions on Knowledge and Data Engineering}}, number = {{5}}, pages = {{847--858}}, title = {{{Credible case-based inference using similarity profiles}}}, volume = {{19}}, year = {{2007}}, } @article{16172, author = {{Beringer, J. and Hüllermeier, Eyke}}, journal = {{Intelligent Data Analysis}}, number = {{6}}, pages = {{627--650}}, title = {{{Efficient instance-based learning on data streams}}}, volume = {{11}}, year = {{2007}}, } @article{16175, author = {{Dubois, D. and Hüllermeier, Eyke}}, journal = {{International Journal of Approximate Reasoning}}, number = {{2}}, pages = {{364--385}}, title = {{{Comparing probability measures using possibility theory: A notion of relative peakedness}}}, volume = {{45}}, year = {{2007}}, } @article{16179, author = {{Weskamp, N. and Hüllermeier, Eyke and Kuhn, D. and Klebe, G.}}, journal = {{IEEE/ACM Transactions of Computational Biology and Bioinformatics}}, number = {{2}}, pages = {{310--320}}, title = {{{Multiple graph aligment for the structural analysis of protein active sites}}}, volume = {{4}}, year = {{2007}}, } @article{16194, author = {{Karimi, I. and Hüllermeier, Eyke}}, journal = {{Fuzzy Sets and Systems}}, number = {{9}}, pages = {{987--999}}, title = {{{Risk assessment for natural hazards: A new approach based on fuzzy probability}}}, volume = {{158}}, year = {{2007}}, } @inbook{16224, author = {{Hüllermeier, Eyke}}, booktitle = {{Successes and New Directions in Data Mining}}, editor = {{Masseglia, F. and Poncelet, P. and Teisseire, M.}}, pages = {{1--16}}, publisher = {{Information Science Reference, Hershey, New York}}, title = {{{Why fuzzy set theory is useful in data mining}}}, year = {{2007}}, } @inbook{16226, author = {{Beringer, J. and Hüllermeier, Eyke}}, booktitle = {{Advances in Fuzzy Clustering and its Applications }}, editor = {{Valente de Oliveira, J. and Pedrycz, W.}}, pages = {{333--352}}, publisher = {{John Wiley and Sons}}, title = {{{Fuzzy clustering of parallel data streams}}}, year = {{2007}}, } @inbook{16227, author = {{Hüllermeier, Eyke}}, booktitle = {{Fuzzy Sets and their Extensions: Representation, Aggregation and Models}}, pages = {{355--374}}, publisher = {{Springer}}, title = {{{Fuzzy methods for data mining and machine learning: State of the art and prospects}}}, year = {{2007}}, } @book{16282, author = {{Hüllermeier, Eyke}}, pages = {{370}}, publisher = {{Springer}}, title = {{{Case-based Approximate Reasoning}}}, volume = {{44}}, year = {{2007}}, } @inproceedings{13601, author = {{Sulzmann, J.N. and Fürnkranz, J. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland}}, publisher = {{Springer}}, title = {{{On pairwise Naive Bayes classifiers}}}, year = {{2007}}, } @inproceedings{15785, author = {{Beringer, J. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings 16th Workshop Computational Intelligence, Dortmund Germany}}, editor = {{Mikut, R. and Reischl, M.}}, pages = {{140--149}}, title = {{{Adaptive optimization of the number of clusters in fuzzy clustering, Dortmund, Germany 2006}}}, year = {{2006}}, } @inproceedings{15786, author = {{Hüllermeier, Eyke and Brinker, K.}}, booktitle = {{in Proceedings 16th Workshop Computational Intelligence, Dortmund Germany}}, editor = {{Mikut, R. and Reischl, M.}}, pages = {{190--199}}, title = {{{Classification via fuzzy preference learning}}}, year = {{2006}}, } @inproceedings{15798, author = {{Hüllermeier, Eyke}}, booktitle = {{In Proceedings of ECCBR-2006 Workshops, 8th European Conference on Case-Based Reasoning, Ölüdeniz/Fethiye Turkey}}, editor = {{Minor, M.}}, pages = {{230--242}}, title = {{{Credible case-based inference using similarity profiles}}}, year = {{2006}}, } @inproceedings{14836, author = {{Bade, K. and Hüllermeier, Eyke and Nürnberger, A.}}, booktitle = {{In Proceedings ICDM-2006, IEEE International Conference on Data Mining}}, pages = {{43--52}}, publisher = {{IEEE Computer Society Press}}, title = {{{Hierarchical classification by expected utility maximization}}}, year = {{2006}}, } @inproceedings{14837, author = {{Brinker, K. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006}}, pages = {{566--573}}, publisher = {{Springer}}, title = {{{Case-based label ranking}}}, year = {{2006}}, } @inproceedings{14838, author = {{Brinker, K. and Fuernkranz, J. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva del Garda, Italy}}, editor = {{Brewka, G. and Coradeschi, S. and Perini, A. and Traverso, P.}}, pages = {{489--493}}, title = {{{A unified model for multilabel classification and ranking}}}, year = {{2006}}, } @inproceedings{15201, author = {{Hüllermeier, Eyke}}, booktitle = {{In Proceedings IPMU-2006 11th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Paris, France}}, title = {{{Integrating instance-based learning and logistic regression}}}, year = {{2006}}, } @inproceedings{15213, author = {{Hüllermeier, Eyke}}, booktitle = {{in Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund}}, editor = {{Reusch, B.}}, pages = {{615--628}}, publisher = {{Springer}}, title = {{{The Choquet integral as an aggregation operator in case-based learning}}}, year = {{2006}}, } @article{16173, author = {{Dubois, D. and Hüllermeier, Eyke and Prade, H.}}, journal = {{Data Mining and Knowledge Discovery}}, number = {{2}}, pages = {{167--192}}, title = {{{A systematic approach to the assessment of fuzzy association rules}}}, volume = {{13}}, year = {{2006}}, } @article{16176, author = {{Dubois, D. and Hüllermeier, Eyke and Prade, H.}}, journal = {{Journal of Intelligent Information Systems}}, pages = {{95--115}}, title = {{{Fuzzy methods in case-based recommendation and decision support}}}, volume = {{27}}, year = {{2006}}, } @article{16177, author = {{Hüllermeier, Eyke and Beringer, J.}}, journal = {{Intelligent Data Analysis}}, number = {{5}}, pages = {{419--440}}, title = {{{Learning from ambiguously labeled examples}}}, volume = {{10}}, year = {{2006}}, } @article{16183, author = {{Beringer, J. and Hüllermeier, Eyke}}, journal = {{Data and Knowledge Engineering}}, number = {{2}}, pages = {{180--204}}, title = {{{Online clustering of parallel data streams}}}, volume = {{58}}, year = {{2006}}, } @article{16195, author = {{Karimi, I. and Hüllermeier, Eyke and Meskouris, K.}}, journal = {{Soft Computing}}, number = {{3}}, pages = {{229--238}}, title = {{{A fuzzy-probablistic earthquake risk assessment system}}}, volume = {{11}}, year = {{2006}}, } @inproceedings{15799, author = {{Brinker, K. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings of the NIPS-2005 Workshop on Learning to Rank, Whistler, BC, Canada}}, editor = {{Agarwal, S. and Cortes, C. and Herbrich, R.}}, pages = {{1--6}}, publisher = {{http://web.mit.edu/shivani/www/Ranking-NIPS-05/.}}, title = {{{Calibrated label-ranking}}}, year = {{2005}}, } @inproceedings{15800, author = {{Hüllermeier, Eyke and Fürnkranz, J. and Beringer, J.}}, booktitle = {{In Proceedings LWA/FGML-2005, German Workshop on Machine Learning, Saarbrücken, Germany }}, pages = {{158--163}}, title = {{{On position error and label ranking through iterated choice}}}, year = {{2005}}, } @inproceedings{14839, author = {{Hüllermeier, Eyke and NN, Cho-k}}, booktitle = {{in Proceedings IJCAI-05, 19th international Joint Conference on Artificial Intelligence, Edingburgh, Scotland}}, editor = {{Kaelbling, L. and Saffiotti, A.}}, pages = {{3--8}}, title = {{{A method for combining interacting pieces of evidence in case-based learning}}}, year = {{2005}}, } @inproceedings{14840, author = {{Hüllermeier, Eyke and Fürnkranz, J.}}, booktitle = {{In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid}}, editor = {{Famili, A. and Kok, J. and Pena, J. and Siebes, A. and Feelders, A.}}, pages = {{180--191}}, publisher = {{Springer}}, title = {{{Learning label preferences: Ranking error versus position error}}}, volume = {{3646}}, year = {{2005}}, } @inproceedings{14841, author = {{Hüllermeier, Eyke and Beringer, J.}}, booktitle = {{In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid}}, editor = {{Famili, A. and Kok, J. and Pena, J. and Siebes, A. and Feelders, A.}}, pages = {{168--179}}, publisher = {{Springer}}, title = {{{Learning from ambiguously labeled examples}}}, volume = {{3646}}, year = {{2005}}, } @inproceedings{15105, author = {{Dubois, D. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ECSQARU-2005, 8th European Conference of Symbolic and Quantitative Approaches to Reasoning with Uncertainty, Barcelona, Spain}}, title = {{{A notion of comarative probabilistic entroy based on the possibilistic specificity ordering}}}, year = {{2005}}, } @inproceedings{15214, author = {{Karimi, I. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings IFSA-2005, 11th World Congress of the International Fuzzy System Association, Beijing, China}}, pages = {{1147--1153}}, title = {{{A fuzzy-probablistic risk assessment system for natural disasters}}}, year = {{2005}}, } @inproceedings{15215, author = {{Lughofer, E. and Hüllermeier, Eyke and Klement, E.}}, booktitle = {{in Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain}}, title = {{{Improving the interpretability of data-driven evolving fuzzy systems}}}, year = {{2005}}, } @inproceedings{15216, author = {{Yi, Y. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain}}, title = {{{Learning complexity-boundet rule-based classifiers by combining association analysis and genetic algorithms}}}, year = {{2005}}, } @article{16174, author = {{Hüllermeier, Eyke}}, journal = {{Fuzzy Sets and Systems}}, number = {{3}}, pages = {{387--406}}, title = {{{Fuzzy sets in machine learning and data mining: Status and prospects}}}, volume = {{156}}, year = {{2005}}, } @article{16178, author = {{Hüllermeier, Eyke}}, journal = {{IEEE Transactions on Systems, Man and Cybernetics-Part A: Systems and Humans}}, number = {{5}}, pages = {{641--653}}, title = {{{Experience-based decision making: A satisficing decision tree approach}}}, volume = {{35}}, year = {{2005}}, } @article{16181, author = {{Balasubramaniyan, R. and Hüllermeier, Eyke and Weskamp, N. and Kämper, J.}}, journal = {{Bioinformatics}}, number = {{7}}, pages = {{1069--1077}}, title = {{{Clustering of gene expression data using a local shape-based similarity measure}}}, volume = {{21}}, year = {{2005}}, } @inproceedings{15801, author = {{Dubois, D. and Hüllermeier, Eyke and Prade, H.}}, booktitle = {{In Proceedings of the Workshop on Alternative Techniques for Data Mining and Knowledge Discovery, IEEE International Conference on Data Mining, Brighton, UK}}, editor = {{Cubero, JC. and Sanchez, D. and Ras, Z. and Sudkamp, T.}}, title = {{{A systematic approach to the assessment of fuzzy association rules}}}, year = {{2004}}, } @inproceedings{15804, author = {{Weskamp, N. and Hüllermeier, Eyke and Kuhn, D. and Klebe, G.}}, booktitle = {{In Proceedings of GCB-2004 of the German Conference on Bioinformatics, Bielefeld, Germany}}, editor = {{Giegerich, R. and Stoye, J.}}, pages = {{131--140}}, publisher = {{Springer}}, title = {{{Graph alignments: A new concept to detect conserved regions in protein active sites}}}, year = {{2004}}, } @inproceedings{14842, author = {{Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain}}, editor = {{Lopez de Mantaras, R. and Saitta, L.}}, pages = {{97--101}}, publisher = {{IOS Press}}, title = {{{Instance-based prediction with guaranteed confidence}}}, year = {{2004}}, } @inproceedings{15217, author = {{Hüllermeier, Eyke and Fürnkranz, J.}}, booktitle = {{In Proceedings IPMU-2004 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Perugia, Italy}}, title = {{{Comparison of ranking procedures in pairwise preference learning}}}, year = {{2004}}, } @inproceedings{15218, author = {{Hüllermeier, Eyke and Fürnkranz, J.}}, booktitle = {{in Proceedings FUZZ-IEEE-04, IEEE International Conference on Fuzzy Systems, Budapest, Hungary}}, title = {{{Ranking by pairwise comparison: A note on risk minimization}}}, year = {{2004}}, } @inproceedings{15219, author = {{Karimi, I. and Hüllermeier, Eyke and Meskouris, K.}}, booktitle = {{in Proceedings 6th International FLINS Conference on Applied Computational Intelligence, Duinse Polders, Blankenberg,Belgien}}, title = {{{An earthquake risk assessment method based on fuzzy probability}}}, year = {{2004}}, } @inproceedings{15220, author = {{Hüllermeier, Eyke and Beringer, J.}}, booktitle = {{In Proceedings IPMU-2004 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Perugia, Italy}}, title = {{{Learning decision rules from positive and negative preferences}}}, year = {{2004}}, } @article{16185, author = {{Hüllermeier, Eyke and Renners, I. and Grauel, A.}}, journal = {{Mathware and Soft Computing}}, number = {{2-3}}, pages = {{109--124}}, title = {{{An evolutionary approach to constraints-regularized learning}}}, volume = {{11}}, year = {{2004}}, } @article{16186, author = {{Weskamp, N. and Kuhn, D. and Hüllermeier, Eyke and Klebe, G.}}, journal = {{Bioinformatics}}, number = {{10}}, pages = {{1522--1526}}, title = {{{Efficient similarity search in protein structure databases: Improving clique-detection through clique-hashing}}}, volume = {{20}}, year = {{2004}}, } @article{16187, author = {{Hüllermeier, Eyke}}, journal = {{International Journal of Intelligent Systems}}, number = {{6}}, pages = {{525--541}}, title = {{{Flexible constraints for regularization in learning from data}}}, volume = {{19}}, year = {{2004}}, }