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449 Publications
2007 | Book Chapter | LibreCat-ID: 16224
Hüllermeier, Eyke. “Why Fuzzy Set Theory Is Useful in Data Mining.” In Successes and New Directions in Data Mining, edited by F. Masseglia, P. Poncelet, and M. Teisseire, 1–16. Information Science Reference, Hershey, New York, 2007.
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2007 | Book Chapter | LibreCat-ID: 16226
Beringer, J., and Eyke Hüllermeier. “Fuzzy Clustering of Parallel Data Streams.” In Advances in Fuzzy Clustering and Its Applications , edited by J. Valente de Oliveira and W. Pedrycz, 333–52. John Wiley and Sons, 2007.
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2007 | Book Chapter | LibreCat-ID: 16227
Hüllermeier, Eyke. “Fuzzy Methods for Data Mining and Machine Learning: State of the Art and Prospects.” In Fuzzy Sets and Their Extensions: Representation, Aggregation and Models, 355–74. Springer, 2007.
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2007 | Book | LibreCat-ID: 16282
Hüllermeier, Eyke. Case-Based Approximate Reasoning. Vol. 44. Series B: Mathematical and Statistical Methods. Springer, 2007.
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2007 | Conference Paper | LibreCat-ID: 13601
Sulzmann, J.N., J. Fürnkranz, and Eyke Hüllermeier. “On Pairwise Naive Bayes Classifiers.” In In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland. Springer, 2007.
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2006 | Conference Paper | LibreCat-ID: 15785
Beringer, J., and Eyke Hüllermeier. “Adaptive Optimization of the Number of Clusters in Fuzzy Clustering, Dortmund, Germany 2006.” In In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, edited by R. Mikut and M. Reischl, 140–49, 2006.
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2006 | Conference Paper | LibreCat-ID: 15786
Hüllermeier, Eyke, and K. Brinker. “Classification via Fuzzy Preference Learning.” In In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, edited by R. Mikut and M. Reischl, 190–99, 2006.
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2006 | Conference Paper | LibreCat-ID: 15798
Hüllermeier, Eyke. “Credible Case-Based Inference Using Similarity Profiles.” In In Proceedings of ECCBR-2006 Workshops, 8th European Conference on Case-Based Reasoning, Ölüdeniz/Fethiye Turkey, edited by M. Minor, 230–42, 2006.
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2006 | Conference Paper | LibreCat-ID: 14836
Bade, K., Eyke Hüllermeier, and A. Nürnberger. “Hierarchical Classification by Expected Utility Maximization.” In In Proceedings ICDM-2006, IEEE International Conference on Data Mining, 43–52. IEEE Computer Society Press, 2006.
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2006 | Conference Paper | LibreCat-ID: 14837
Brinker, K., and Eyke Hüllermeier. “Case-Based Label Ranking.” In In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006, 566–73. Springer, 2006.
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2006 | Conference Paper | LibreCat-ID: 14838
Brinker, K., J. Fuernkranz, and Eyke Hüllermeier. “A Unified Model for Multilabel Classification and Ranking.” In In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva Del Garda, Italy, edited by G. Brewka, S. Coradeschi, A. Perini, and P. Traverso, 489–93, 2006.
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2006 | Conference Paper | LibreCat-ID: 15201
Hüllermeier, Eyke. “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
Hüllermeier, Eyke. “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, edited by B. Reusch, 615–28. Springer, 2006.
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2006 | Journal Article | LibreCat-ID: 16173
Dubois, D., Eyke Hüllermeier, and H. Prade. “A Systematic Approach to the Assessment of Fuzzy Association Rules.” Data Mining and Knowledge Discovery 13, no. 2 (2006): 167–92.
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2006 | Journal Article | LibreCat-ID: 16176
Dubois, D., Eyke Hüllermeier, and H. Prade. “Fuzzy Methods in Case-Based Recommendation and Decision Support.” Journal of Intelligent Information Systems 27 (2006): 95–115.
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2006 | Journal Article | LibreCat-ID: 16177
Hüllermeier, Eyke, and J. Beringer. “Learning from Ambiguously Labeled Examples.” Intelligent Data Analysis 10, no. 5 (2006): 419–40.
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2006 | Journal Article | LibreCat-ID: 16183
Beringer, J., and Eyke Hüllermeier. “Online Clustering of Parallel Data Streams.” Data and Knowledge Engineering 58, no. 2 (2006): 180–204.
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2006 | Journal Article | LibreCat-ID: 16195
Karimi, I., Eyke Hüllermeier, and K. Meskouris. “A Fuzzy-Probablistic Earthquake Risk Assessment System.” Soft Computing 11, no. 3 (2006): 229–38.
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2005 | Conference Paper | LibreCat-ID: 15799
Brinker, K., and Eyke Hüllermeier. “Calibrated Label-Ranking.” In In Proceedings of the NIPS-2005 Workshop on Learning to Rank, Whistler, BC, Canada, edited by S. Agarwal, C. Cortes, and R. Herbrich, 1–6. http://web.mit.edu/shivani/www/Ranking-NIPS-05/., 2005.
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2005 | Conference Paper | LibreCat-ID: 15800
Hüllermeier, Eyke, 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 , 158–63, 2005.
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2005 | Conference Paper | LibreCat-ID: 14839
Hüllermeier, Eyke, and Cho-k 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, edited by L. Kaelbling and A. Saffiotti, 3–8, 2005.
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2005 | Conference Paper | LibreCat-ID: 14840
Hüllermeier, Eyke, and J. Fürnkranz. “Learning Label Preferences: Ranking Error versus Position Error.” In In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili, J. Kok, J. Pena, A. Siebes, and A. Feelders, 3646:180–91. LNCS. Springer, 2005.
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2005 | Conference Paper | LibreCat-ID: 14841
Hüllermeier, Eyke, and J. Beringer. “Learning from Ambiguously Labeled Examples.” In In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili, J. Kok, J. Pena, A. Siebes, and A. Feelders, 3646:168–79. LNAI. Springer, 2005.
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2005 | Conference Paper | LibreCat-ID: 15105
Dubois, D., and Eyke 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
Karimi, I., and Eyke 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, 1147–53, 2005.
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2005 | Conference Paper | LibreCat-ID: 15215
Lughofer, E., Eyke 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
Yi, Y., and Eyke 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
Hüllermeier, Eyke. “Fuzzy Sets in Machine Learning and Data Mining: Status and Prospects.” Fuzzy Sets and Systems 156, no. 3 (2005): 387–406.
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2005 | Journal Article | LibreCat-ID: 16178
Hüllermeier, Eyke. “Experience-Based Decision Making: A Satisficing Decision Tree Approach.” IEEE Transactions on Systems, Man and Cybernetics-Part A: Systems and Humans 35, no. 5 (2005): 641–53.
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2005 | Journal Article | LibreCat-ID: 16181
Balasubramaniyan, R., Eyke Hüllermeier, N. Weskamp, and J. Kämper. “Clustering of Gene Expression Data Using a Local Shape-Based Similarity Measure.” Bioinformatics 21, no. 7 (2005): 1069–77.
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2004 | Conference Paper | LibreCat-ID: 15801
Dubois, D., Eyke 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, edited by JC. Cubero, D. Sanchez, Z. Ras, and T. Sudkamp, 2004.
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2004 | Conference Paper | LibreCat-ID: 15804
Weskamp, N., Eyke 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, edited by R. Giegerich and J. Stoye, 131–40. Lecture Notes in Informatics, Bielefeld, Germany. Springer, 2004.
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2004 | Conference Paper | LibreCat-ID: 14842
Hüllermeier, Eyke. “Instance-Based Prediction with Guaranteed Confidence.” In In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain, edited by R. Lopez de Mantaras and L. Saitta, 97–101. IOS Press, 2004.
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2004 | Conference Paper | LibreCat-ID: 15217
Hüllermeier, Eyke, 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
Hüllermeier, Eyke, 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
Karimi, I., Eyke 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
Hüllermeier, Eyke, 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
Hüllermeier, Eyke, I. Renners, and A. Grauel. “An Evolutionary Approach to Constraints-Regularized Learning.” Mathware and Soft Computing 11, no. 2–3 (2004): 109–24.
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2004 | Journal Article | LibreCat-ID: 16186
Weskamp, N., D. Kuhn, Eyke Hüllermeier, and G. Klebe. “Efficient Similarity Search in Protein Structure Databases: Improving Clique-Detection through Clique-Hashing.” Bioinformatics 20, no. 10 (2004): 1522–26.
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2004 | Journal Article | LibreCat-ID: 16187
Hüllermeier, Eyke. “Flexible Constraints for Regularization in Learning from Data.” International Journal of Intelligent Systems 19, no. 6 (2004): 525–41.
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2003 | Conference Paper | LibreCat-ID: 15802
Weskamp, N., D. Kuhn, Eyke 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
Hüllermeier, Eyke. “Instance-Based Learning of Credible Label Sets.” In In Proceedings KI-2003, 26th German Conference on Artificial Intelligence, Hamburg, Germany, edited by A. Günter, R. Kruse, and B. Neumann. 2821 in Lecture Notes in Artificial Intelligence, Hamburg, Germany. Springer, 2003.
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2003 | Conference Paper | LibreCat-ID: 15065
Hüllermeier, Eyke. “Regularized Learning with Flexible Constraints.” In In Proceddings IDA-03, 5th International Symposium on Intelligent Data Anaysis, edited by M.R. Berthold, H.J. Lenz, E. Bradley, R. Kruse, and C. Borgelt, Vol. 2810. Lecture Notes in Computer Science, Berlin. Springer, 2003.
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2003 | Conference Paper | LibreCat-ID: 15066
Fürnkranz, J., and Eyke Hüllermeier. “Pairwise Preference Learning and Ranking.” In In Proceedings ECML-2003, 13 Th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia. Springer, 2003.
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2003 | Conference Paper | LibreCat-ID: 15221
Hüllermeier, Eyke. “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, 468–73, 2003.
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2003 | Conference Paper | LibreCat-ID: 15222
Dubois, D., Eyke 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, edited by T. Bilgic, B. De Beats, and O. Kaynak, 2715:648–77. LNAI. Springer, 2003.
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2003 | Conference Paper | LibreCat-ID: 15223
Hüllermeier, Eyke. “Inducing Fuzzy Concepts through Extended Version Space Learning.” In In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, edited by T. Bilgic, B. De Beats, and O. Kaynak, 2715:648–77. LNAI. Springer, 2003.
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2003 | Journal Article | LibreCat-ID: 16188
Hüllermeier, Eyke. “Possibilistic Instance-Based Learning.” Artificial Intelligence 148, no. 1–2 (2003): 335–83.
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2003 | Journal Article | LibreCat-ID: 16189
De Calmès, M., D. Dubois, Eyke 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 11, no. 1 (2003): 43–66.
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2003 | Journal Article | LibreCat-ID: 16190
Dubois, D., Eyke Hüllermeier, and H. Prade. “On the Representation of Fuzzy Rules in Terms of Crisp Rules.” Information Sciences 151 (2003): 301–26.
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