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449 Publications


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