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449 Publications
2008 | Book Chapter | LibreCat-ID: 10154
Hüllermeier, E. (2008). Fuzzy methods in data mining. In Encyclopedia of Data Warehousing and Mining - Second Edition (pp. 907–912). Idea Group, Inc.,Hershey, USA.
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2008 | Book Chapter | LibreCat-ID: 10185
Hüllermeier, E., & Fürnkranz, J. (2008). Learning preference models from data: On the problem of label ranking and its variants. In G. Della Riccia, D. Dubois, R. Kruse, & H. J. Lenz (Eds.), Preferences and Similarities (pp. 283–304). Springer.
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2008 | Conference Paper | LibreCat-ID: 13599
Hüllermeier, E., Vladimirskiy, I., Prados Suarez, B., & Stauch, E. (2008). Supporting case-based retrieval by similarity skylines: Basic concepts and extensions. In K. D. Althoff, R. Bergmann, M. Minor, & A. Hanft (Eds.), in Proceedings ECCBR-2008 9th European Conference on Case-Based Reasoning, Trier, Germany (pp. 240–254).
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2008 | Conference Paper | LibreCat-ID: 13600
Cheng, W., & Hüllermeier, E. (2008). Learning similarity functions from qualitative feedback. In K. D. Althoff, R. Bergmann, M. Minor, & A. Hanft (Eds.), in Proceedings ECCBR-2008 9th European Conference on Case-Based Reasoning, Trier, Germany (pp. 120–134). Springer.
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2007 | Conference Paper | LibreCat-ID: 15782
Cheng, W., Hüllermeier, E., Seeger, B., & Vladimirskiy, I. (2007). Interactive ranking of skylines using machine learning techniques. In In Proceedings Workshop LWA-2007, Lernen-Wissensentdeckung-Adaptivität, Halle/Saale, Germany (pp. 141–148).
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2007 | Conference Paper | LibreCat-ID: 15783
Fober, T., Hüllermeier, E., & Mernberger, M. (2007). Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules. In R. Mikut & M. Reischl (Eds.), in Proceedings 17th Workshop Computational Intelligence, Dortmund Germany (pp. 1–14).
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2007 | Conference Paper | LibreCat-ID: 15784
Vladimirskiy, I., Hüllermeier, E., & Stauch, E. (2007). Similarity search over uncertain archaeological data using a modified skyline operator. In D. C. Wilson & D. Khemani (Eds.), In Workshop Proceedings from ICCBR-2007 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland (pp. 31–40).
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2007 | Conference Paper | LibreCat-ID: 14832
Hüllermeier, E., & Fürnkranz, J. (2007). On minimizing the position error in label ranking. In In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, September 2007. Springer.
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2007 | Conference Paper | LibreCat-ID: 14833
Brinker, K., & Hüllermeier, E. (2007). Label ranking in case-based reasoning. In M. Richter & R. Weber (Eds.), In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland (Vol. 4626, pp. 77–91). Springer.
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2007 | Conference Paper | LibreCat-ID: 14834
Beringer, J., & Hüllermeier, E. (2007). Efficient instance-based learning on data streams. In P. Perner (Ed.), In Proceedings ICDM-2007, International Conference on Industrial Data Mining, Leipzig (pp. 34–48). Springer.
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2007 | Conference Paper | LibreCat-ID: 14835
Brinker, K., & Hüllermeier, E. (2007). Case-based multilabel ranking. In in Proceedings IJCAI-07, 20th international Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007 (pp. 701–707).
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2007 | Conference Paper | LibreCat-ID: 15197
Hüllermeier, E., & Brinker, K. (2007). 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 (Vol. 1, pp. 353–360).
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2007 | Conference Paper | LibreCat-ID: 15198
Beringer, J., & Hüllermeier, E. (2007). Adaptive optimization of the number of clusters in fuzzy clustering, London 2007. In in Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems.
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2007 | Conference Paper | LibreCat-ID: 15199
Hüllermeier, E., Weskamp, N., Klebe, G., & Kuhn, D. (2007). 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.
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2007 | Journal Article | LibreCat-ID: 16170
Hüllermeier, E., & Yi, Y. (2007). In defense of fuzzy association analysis. IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics, 37(4), 1039–1043.
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2007 | Journal Article | LibreCat-ID: 16171
Hüllermeier, E. (2007). Credible case-based inference using similarity profiles. IEEE Transactions on Knowledge and Data Engineering, 19(5), 847–858.
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2007 | Journal Article | LibreCat-ID: 16172
Beringer, J., & Hüllermeier, E. (2007). Efficient instance-based learning on data streams. Intelligent Data Analysis, 11(6), 627–650.
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2007 | Journal Article | LibreCat-ID: 16175
Dubois, D., & Hüllermeier, E. (2007). Comparing probability measures using possibility theory: A notion of relative peakedness. International Journal of Approximate Reasoning, 45(2), 364–385.
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2007 | Journal Article | LibreCat-ID: 16179
Weskamp, N., Hüllermeier, E., Kuhn, D., & Klebe, G. (2007). Multiple graph aligment for the structural analysis of protein active sites. IEEE/ACM Transactions of Computational Biology and Bioinformatics, 4(2), 310–320.
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2007 | Journal Article | LibreCat-ID: 16194
Karimi, I., & Hüllermeier, E. (2007). Risk assessment for natural hazards: A new approach based on fuzzy probability. Fuzzy Sets and Systems, 158(9), 987–999.
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2007 | Book Chapter | LibreCat-ID: 16224
Hüllermeier, E. (2007). Why fuzzy set theory is useful in data mining. In F. Masseglia, P. Poncelet, & M. Teisseire (Eds.), Successes and New Directions in Data Mining (pp. 1–16). Information Science Reference, Hershey, New York.
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2007 | Book Chapter | LibreCat-ID: 16226
Beringer, J., & Hüllermeier, E. (2007). Fuzzy clustering of parallel data streams. In J. Valente de Oliveira & W. Pedrycz (Eds.), Advances in Fuzzy Clustering and its Applications (pp. 333–352). John Wiley and Sons.
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2007 | Book Chapter | LibreCat-ID: 16227
Hüllermeier, E. (2007). Fuzzy methods for data mining and machine learning: State of the art and prospects. In Fuzzy Sets and their Extensions: Representation, Aggregation and Models (pp. 355–374). Springer.
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2007 | Book | LibreCat-ID: 16282
Hüllermeier, E. (2007). Case-based Approximate Reasoning (Vol. 44). Springer.
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2007 | Conference Paper | LibreCat-ID: 13601
Sulzmann, J. N., Fürnkranz, J., & Hüllermeier, E. (2007). On pairwise Naive Bayes classifiers. In In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland. Springer.
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2006 | Conference Paper | LibreCat-ID: 15785
Beringer, J., & Hüllermeier, E. (2006). Adaptive optimization of the number of clusters in fuzzy clustering, Dortmund, Germany 2006. In R. Mikut & M. Reischl (Eds.), in Proceedings 16th Workshop Computational Intelligence, Dortmund Germany (pp. 140–149).
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2006 | Conference Paper | LibreCat-ID: 15786
Hüllermeier, E., & Brinker, K. (2006). Classification via fuzzy preference learning. In R. Mikut & M. Reischl (Eds.), in Proceedings 16th Workshop Computational Intelligence, Dortmund Germany (pp. 190–199).
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2006 | Conference Paper | LibreCat-ID: 15798
Hüllermeier, E. (2006). Credible case-based inference using similarity profiles. In M. Minor (Ed.), In Proceedings of ECCBR-2006 Workshops, 8th European Conference on Case-Based Reasoning, Ölüdeniz/Fethiye Turkey (pp. 230–242).
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2006 | Conference Paper | LibreCat-ID: 14836
Bade, K., Hüllermeier, E., & Nürnberger, A. (2006). Hierarchical classification by expected utility maximization. In In Proceedings ICDM-2006, IEEE International Conference on Data Mining (pp. 43–52). IEEE Computer Society Press.
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2006 | Conference Paper | LibreCat-ID: 14837
Brinker, K., & Hüllermeier, E. (2006). Case-based label ranking. In In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006 (pp. 566–573). Springer.
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2006 | Conference Paper | LibreCat-ID: 14838
Brinker, K., Fuernkranz, J., & Hüllermeier, E. (2006). A unified model for multilabel classification and ranking. In G. Brewka, S. Coradeschi, A. Perini, & P. Traverso (Eds.), In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva del Garda, Italy (pp. 489–493).
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2006 | Conference Paper | LibreCat-ID: 15201
Hüllermeier, E. (2006). 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.
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2006 | Conference Paper | LibreCat-ID: 15213
Hüllermeier, E. (2006). The Choquet integral as an aggregation operator in case-based learning. In B. Reusch (Ed.), in Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund (pp. 615–628). Springer.
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2006 | Journal Article | LibreCat-ID: 16173
Dubois, D., Hüllermeier, E., & Prade, H. (2006). A systematic approach to the assessment of fuzzy association rules. Data Mining and Knowledge Discovery, 13(2), 167–192.
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2006 | Journal Article | LibreCat-ID: 16176
Dubois, D., Hüllermeier, E., & Prade, H. (2006). Fuzzy methods in case-based recommendation and decision support. Journal of Intelligent Information Systems, 27, 95–115.
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2006 | Journal Article | LibreCat-ID: 16177
Hüllermeier, E., & Beringer, J. (2006). Learning from ambiguously labeled examples. Intelligent Data Analysis, 10(5), 419–440.
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2006 | Journal Article | LibreCat-ID: 16183
Beringer, J., & Hüllermeier, E. (2006). Online clustering of parallel data streams. Data and Knowledge Engineering, 58(2), 180–204.
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2006 | Journal Article | LibreCat-ID: 16195
Karimi, I., Hüllermeier, E., & Meskouris, K. (2006). A fuzzy-probablistic earthquake risk assessment system. Soft Computing, 11(3), 229–238.
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2005 | Conference Paper | LibreCat-ID: 15799
Brinker, K., & Hüllermeier, E. (2005). Calibrated label-ranking. In S. Agarwal, C. Cortes, & R. Herbrich (Eds.), In Proceedings of the NIPS-2005 Workshop on Learning to Rank, Whistler, BC, Canada (pp. 1–6). http://web.mit.edu/shivani/www/Ranking-NIPS-05/.
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2005 | Conference Paper | LibreCat-ID: 15800
Hüllermeier, E., Fürnkranz, J., & Beringer, J. (2005). On position error and label ranking through iterated choice. In In Proceedings LWA/FGML-2005, German Workshop on Machine Learning, Saarbrücken, Germany (pp. 158–163).
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2005 | Conference Paper | LibreCat-ID: 14839
Hüllermeier, E., & NN, C. (2005). A method for combining interacting pieces of evidence in case-based learning. In L. Kaelbling & A. Saffiotti (Eds.), in Proceedings IJCAI-05, 19th international Joint Conference on Artificial Intelligence, Edingburgh, Scotland (pp. 3–8).
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2005 | Conference Paper | LibreCat-ID: 14840
Hüllermeier, E., & Fürnkranz, J. (2005). Learning label preferences: Ranking error versus position error. In A. Famili, J. Kok, J. Pena, A. Siebes, & A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid (Vol. 3646, pp. 180–191). Springer.
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2005 | Conference Paper | LibreCat-ID: 14841
Hüllermeier, E., & Beringer, J. (2005). Learning from ambiguously labeled examples. In A. Famili, J. Kok, J. Pena, A. Siebes, & A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid (Vol. 3646, pp. 168–179). Springer.
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2005 | Conference Paper | LibreCat-ID: 15105
Dubois, D., & Hüllermeier, E. (2005). 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.
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2005 | Conference Paper | LibreCat-ID: 15214
Karimi, I., & Hüllermeier, E. (2005). 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 (pp. 1147–1153).
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2005 | Conference Paper | LibreCat-ID: 15215
Lughofer, E., Hüllermeier, E., & Klement, E. (2005). 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.
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2005 | Conference Paper | LibreCat-ID: 15216
Yi, Y., & Hüllermeier, E. (2005). 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.
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2005 | Journal Article | LibreCat-ID: 16174
Hüllermeier, E. (2005). Fuzzy sets in machine learning and data mining: Status and prospects. Fuzzy Sets and Systems, 156(3), 387–406.
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2005 | Journal Article | LibreCat-ID: 16178
Hüllermeier, E. (2005). Experience-based decision making: A satisficing decision tree approach. IEEE Transactions on Systems, Man and Cybernetics-Part A: Systems and Humans, 35(5), 641–653.
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2005 | Journal Article | LibreCat-ID: 16181
Balasubramaniyan, R., Hüllermeier, E., Weskamp, N., & Kämper, J. (2005). Clustering of gene expression data using a local shape-based similarity measure. Bioinformatics, 21(7), 1069–1077.
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