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448 Publications


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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2003 | Conference Paper | LibreCat-ID: 15802
N. Weskamp, D. Kuhn, E. Hüllermeier, and G. Klebe, “Efficient similarity search in protein structure databases: Improving clique-detection through geometric hashing,” in In Proceedings GCB-2003 German Conference on Bioinformatics, Munich, Germany, 2003.
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2003 | Conference Paper | LibreCat-ID: 15803
E. Hüllermeier, “Instance-based learning of credible label sets,” in In Proceedings KI-2003, 26th German Conference on Artificial Intelligence, Hamburg, Germany, 2003.
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2003 | Conference Paper | LibreCat-ID: 15065
E. Hüllermeier, “Regularized learning with flexible constraints,” in In Proceddings IDA-03, 5th International Symposium on Intelligent Data Anaysis, 2003, vol. 2810.
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2003 | Conference Paper | LibreCat-ID: 15066
J. Fürnkranz and E. Hüllermeier, “Pairwise preference learning and ranking,” in In Proceedings ECML-2003, 13 th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia, 2003.
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2003 | Conference Paper | LibreCat-ID: 15221
E. Hüllermeier, “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, 2003, pp. 468–473.
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2003 | Conference Paper | LibreCat-ID: 15222
D. Dubois, E. Hüllermeier, and H. Prade, “A note on quality measures for fuzzy association rules,” in in Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, 2003, vol. 2715, pp. 648–677.
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2003 | Conference Paper | LibreCat-ID: 15223
E. Hüllermeier, “Inducing fuzzy concepts through extended version space learning,” in in Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, 2003, vol. 2715, pp. 648–677.
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2003 | Journal Article | LibreCat-ID: 16188
E. Hüllermeier, “Possibilistic instance-based learning,” Artificial Intelligence, vol. 148, no. 1–2, pp. 335–383, 2003.
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2003 | Journal Article | LibreCat-ID: 16189
M. De Calmès, D. Dubois, E. Hüllermeier, H. Prade, and F. Sèdes, “Flexibility and case-based evaluation in querying: An Illustration in an experimental setting,” International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 11, no. 1, pp. 43–66, 2003.
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2003 | Journal Article | LibreCat-ID: 16190
D. Dubois, E. Hüllermeier, and H. Prade, “On the representation of fuzzy rules in terms of crisp rules,” Information Sciences, vol. 151, pp. 301–326, 2003.
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2003 | Book Chapter | LibreCat-ID: 16228
E. Hüllermeier, “Sequential decision making in heuristic search,” in Planning Based on Decision Theory (CISM Courses and Lectures No.472), G. Della Riccia, D. Dubois, R. Kruse, and H. J. Lenz, Eds. Springer, 2003.
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2003 | Book Chapter | LibreCat-ID: 16229
D. Dubois, E. Hüllermeier, and H. Prade, “Possibilistic case-based decisions,” in Connectionist Approaches in Economics and Management  Sciences, vol. 6, C. Lesage and M. Cottrell, Eds. Kluwer, 2003.
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2003 | Book Chapter | LibreCat-ID: 16230
E. Hüllermeier and J. Beringer, “Mining implication-based fuzzy association rules in databases,” in Intelligent Systems for information processing: From representation to applications, B. Bouchon-Meunier, L. Foulloy, and R. R. . Yager, Eds. Elsevier, 2003.
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2002 | Conference Paper | LibreCat-ID: 14843
E. Hüllermeier, “On the representation and combination of evidence in instance-based learning,” in In Proceedings ECAI-2002, 15th European Conference on Artificial Intelligence, Lyon, France, 2002, pp. 360–364.
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2002 | Conference Paper | LibreCat-ID: 15064
M. De Calmès, D. Dubois, E. Hüllermeier, H. Prade, and F. Sèdes, “A fuzzy set approach to flexible case-based querying: methodology and experimentation,” in in Proceedings KR-02, 8th International Conference on Principles of Knowledge Representation and Reasoning, France, 2002, pp. 449–458.
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2002 | Conference Paper | LibreCat-ID: 15098
E. Hüllermeier, “Association rules for expressing gradual dependencies,” in in Proceedings PKDD-02  6th European Conference on Principles and Practise of Knowledge Discovery in Databases, Helsinki, Finland, 2002, pp. 200–211.
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2002 | Conference Paper | LibreCat-ID: 15101
E. Hüllermeier, “Possibilistic induction in decision tree learning,” in in Proceedings ECML-02, 13th European Conference on Machine Learning, Helsinki Finland, 2002, pp. 173–184.
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2002 | Conference Paper | LibreCat-ID: 15226
E. Hüllermeier, “Mining implication-based fuzzy association rules in databases,” in In Proceedings IPMU-2002 9th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems,Annecy, France, 2002, pp. 101–108.
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2002 | Conference Paper | LibreCat-ID: 15227
E. Hüllermeier, “Exploiting similarity and experience in decision making,” in in Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 729–734.
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2002 | Conference Paper | LibreCat-ID: 15228
M. De Calmès, D. Dubois, E. Hüllermeier, H. Prade, and F. Sèdes, “Case-based quering and prediction: A fuzzy set approach,” in in Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 735–740.
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2002 | Journal Article | LibreCat-ID: 16191
E. Hüllermeier, D. Dubois, and H. Prade, “Model adaption in possibilistic instance-based reasoning,” IEEE Transactions on Fuzzy Systems, vol. 10, no. 3, pp. 333–339, 2002.
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2002 | Journal Article | LibreCat-ID: 16192
D. Dubois, E. Hüllermeier, and H. Prade, “Fuzzy set-based methods in instance-based reasoning,” IEEE Transactions on Fuzzy Systems, vol. 10, no. 3, pp. 322–332, 2002.
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2002 | Book Chapter | LibreCat-ID: 16232
E. Hüllermeier, D. Dubois, and H. Prade, “Knowledge-based extrapolation of cases: A possibilistic approach,” in Technologies for Constructing Intelligent Systems, B. Bouchon-Meunier, J. Gutierrez-Rios, L. Magdalena, and R. R. Yager, Eds. Springer, 2002, pp. 377–390.
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2001 | Conference Paper | LibreCat-ID: 15300
E. Hüllermeier, “Experience-based decision making and learning from examples,” in In Proceedings SOR-01 Symposium on Operations Research, Duisburg, Germany, 2001.
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2001 | Conference Paper | LibreCat-ID: 15805
E. Hüllermeier, “Possibilistic instance-based learning,” in In Proceedings FGML-2001 German Workshop on Machine Learning, Dortmund, Germany, 2001, pp. 108–115.
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2001 | Conference Paper | LibreCat-ID: 15806
E. Hüllermeier, “Implication-based fuzzy association rules,” in In Proceedings FGML-2001 German Workshop on Machine Learning, Dortmund, Germany, 2001, pp. 93–99.
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2001 | Conference Paper | LibreCat-ID: 15807
E. Hüllermeier, D. Dubois, and H. Prade, “Instance-based prediction in the framework of possibility theory,” in In Proceedings of Workshop on Soft Computing in Case-Based Reasoning, Vancouver, Canada, 2001.
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2001 | Conference Paper | LibreCat-ID: 15106
E. Hüllermeier, “Implication-based fuzzy association rules,” in in Proceedings PKDD-01  5th European Conference on Principles and Practise of Knowledge Discovery in Databases, Freiburg, Germany, 2001, vol. 2168, pp. 241–252.
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2001 | Conference Paper | LibreCat-ID: 15229
E. Hüllermeier, “Fuzzy association rules: Semantic issues and quality measures,” in in Proceedings of the International Conference on Computational Intelligence 7th Fuzzy Days, Dortmund, Germany, 2001, vol. 2206, pp. 380–391.
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2001 | Conference Paper | LibreCat-ID: 15230
D. Dubois, E. Hüllermeier, and H. Prade, “Toward the representation of implication-based fuzzy rules in terms of crisp rules,” in in Proceedings IFSA/NAFIPS-2001  Joint 9th World Congress of the International Fuzzy Systems Association and 20th Internatinonal Conference of the North American Fuzzy Information Processing Society, Vancouver, Canada, 2001, pp. 1592–1597.
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2001 | Journal Article | LibreCat-ID: 16193
E. Hüllermeier, “Similarity-based inference as evidential reasoning,” International Journal of Approximate Reasoning, vol. 26, pp. 67–100, 2001.
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