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449 Publications
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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2004 | Conference Paper | LibreCat-ID: 15801
Dubois, D., Hüllermeier, E., & Prade, H. (2004). A systematic approach to the assessment of fuzzy association rules. In J. Cubero, D. Sanchez, Z. Ras, & T. Sudkamp (Eds.), In Proceedings of the Workshop on Alternative Techniques for Data Mining and Knowledge Discovery, IEEE International Conference on Data Mining, Brighton, UK.
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2004 | Conference Paper | LibreCat-ID: 15804
Weskamp, N., Hüllermeier, E., Kuhn, D., & Klebe, G. (2004). Graph alignments: A new concept to detect conserved regions in protein active sites. In R. Giegerich & J. Stoye (Eds.), In Proceedings of GCB-2004 of the German Conference on Bioinformatics, Bielefeld, Germany (pp. 131–140). Springer.
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2004 | Conference Paper | LibreCat-ID: 14842
Hüllermeier, E. (2004). Instance-based prediction with guaranteed confidence. In R. Lopez de Mantaras & L. Saitta (Eds.), In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain (pp. 97–101). IOS Press.
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2004 | Conference Paper | LibreCat-ID: 15217
Hüllermeier, E., & Fürnkranz, J. (2004). 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.
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2004 | Conference Paper | LibreCat-ID: 15218
Hüllermeier, E., & Fürnkranz, J. (2004). Ranking by pairwise comparison: A note on risk minimization. In in Proceedings FUZZ-IEEE-04, IEEE International Conference on Fuzzy Systems, Budapest, Hungary.
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2004 | Conference Paper | LibreCat-ID: 15219
Karimi, I., Hüllermeier, E., & Meskouris, K. (2004). An earthquake risk assessment method based on fuzzy probability. In in Proceedings 6th International FLINS Conference on Applied Computational Intelligence, Duinse Polders, Blankenberg,Belgien.
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2004 | Conference Paper | LibreCat-ID: 15220
Hüllermeier, E., & Beringer, J. (2004). 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.
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2004 | Journal Article | LibreCat-ID: 16185
Hüllermeier, E., Renners, I., & Grauel, A. (2004). An evolutionary approach to constraints-regularized learning. Mathware and Soft Computing, 11(2–3), 109–124.
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2004 | Journal Article | LibreCat-ID: 16186
Weskamp, N., Kuhn, D., Hüllermeier, E., & Klebe, G. (2004). Efficient similarity search in protein structure databases: Improving clique-detection through clique-hashing. Bioinformatics, 20(10), 1522–1526.
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2004 | Journal Article | LibreCat-ID: 16187
Hüllermeier, E. (2004). Flexible constraints for regularization in learning from data. International Journal of Intelligent Systems, 19(6), 525–541.
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2003 | Conference Paper | LibreCat-ID: 15802
Weskamp, N., Kuhn, D., Hüllermeier, E., & Klebe, G. (2003). Efficient similarity search in protein structure databases: Improving clique-detection through geometric hashing. In In Proceedings GCB-2003 German Conference on Bioinformatics, Munich, Germany.
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2003 | Conference Paper | LibreCat-ID: 15803
Hüllermeier, E. (2003). Instance-based learning of credible label sets. In A. Günter, R. Kruse, & B. Neumann (Eds.), In Proceedings KI-2003, 26th German Conference on Artificial Intelligence, Hamburg, Germany. Springer.
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2003 | Conference Paper | LibreCat-ID: 15065
Hüllermeier, E. (2003). Regularized learning with flexible constraints. In M. R. Berthold, H. J. Lenz, E. Bradley, R. Kruse, & C. Borgelt (Eds.), In Proceddings IDA-03, 5th International Symposium on Intelligent Data Anaysis (Vol. 2810). Springer.
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2003 | Conference Paper | LibreCat-ID: 15066
Fürnkranz, J., & Hüllermeier, E. (2003). Pairwise preference learning and ranking. In In Proceedings ECML-2003, 13 th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia. Springer.
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2003 | Conference Paper | LibreCat-ID: 15221
Hüllermeier, E. (2003). Instance-based collaborative filtering with fuzzy labels. In in Proceedings EUSFLAT-2003 3th International Conference on the European Society for Fuzzy Logic and Technology, Zittlau, Germany (pp. 468–473).
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2003 | Conference Paper | LibreCat-ID: 15222
Dubois, D., Hüllermeier, E., & Prade, H. (2003). A note on quality measures for fuzzy association rules. In T. Bilgic, B. De Beats, & O. Kaynak (Eds.), in Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey (Vol. 2715, pp. 648–677). Springer.
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2003 | Conference Paper | LibreCat-ID: 15223
Hüllermeier, E. (2003). Inducing fuzzy concepts through extended version space learning. In T. Bilgic, B. De Beats, & O. Kaynak (Eds.), in Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey (Vol. 2715, pp. 648–677). Springer.
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2003 | Journal Article | LibreCat-ID: 16188
Hüllermeier, E. (2003). Possibilistic instance-based learning. Artificial Intelligence, 148(1–2), 335–383.
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2003 | Journal Article | LibreCat-ID: 16189
De Calmès, M., Dubois, D., Hüllermeier, E., Prade, H., & Sèdes, F. (2003). Flexibility and case-based evaluation in querying: An Illustration in an experimental setting. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 11(1), 43–66.
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2003 | Journal Article | LibreCat-ID: 16190
Dubois, D., Hüllermeier, E., & Prade, H. (2003). On the representation of fuzzy rules in terms of crisp rules. Information Sciences, 151, 301–326.
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