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427 Publications


2008 | Conference Paper | LibreCat-ID: 15780
Fober, T., Eyke Hüllermeier, and M. Mernberger. “Evolutionary Construction of Multiple Graph Alignments for Mining Structured Biomolecular Data .” In In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 27–33, 2008.
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2008 | Book Chapter | LibreCat-ID: 10154
Hüllermeier, Eyke. “Fuzzy Methods in Data Mining.” In Encyclopedia of Data Warehousing and Mining - Second Edition, 907–12. Idea Group, Inc.,Hershey, USA, 2008.
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2008 | Book Chapter | LibreCat-ID: 10185
Hüllermeier, Eyke, and J. Fürnkranz. “Learning Preference Models from Data: On the Problem of Label Ranking and Its Variants.” In Preferences and Similarities, edited by G. Della Riccia, D. Dubois, R. Kruse, and H.J. Lenz, 283–304. Preferences and Similarities. Springer, 2008.
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2008 | Conference Paper | LibreCat-ID: 15779
Hüllermeier, Eyke, and S. Vanderlooy. “Weighted Voting as Approximate MAP Prediction in Pairwise Classification.” In In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 34–41, 2008.
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2008 | Conference Paper | LibreCat-ID: 15781
Fober, T., Eyke Hüllermeier, and M. Mernberger. “Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.” In IIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008, edited by A. Beyer and M. Schroeder, 44–53, 2008.
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2008 | Journal Article | LibreCat-ID: 16164
Hühn, J., and Eyke Hüllermeier. “Is an Ordinal Class Structure Useful in Classifier Learning?” International Journal of Data Mining, Modeling and Management 1, no. 1 (2008): 45–67.
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2008 | Journal Article | LibreCat-ID: 16169
Hüllermeier, Eyke, and K. Brinker. “Learning Valued Preference Structures for Solving Classification Problems.” Fuzzy Sets and Systems 159, no. 18 (2008): 2337–52.
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2008 | Journal Article | LibreCat-ID: 16184
Beringer, J., and Eyke Hüllermeier. “Case-Based Learning in a Bipolar Possibilistic Framework.” International Journal of Intelligent Systems 23, no. 10 (2008): 1119–34.
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2008 | Conference Paper | LibreCat-ID: 13600
Cheng, W., and Eyke Hüllermeier. “Learning Similarity Functions from Qualitative Feedback.” In In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff, R. Bergmann, M. Minor, and A. Hanft, 120–34. Springer, 2008.
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2008 | Journal Article | LibreCat-ID: 16166
Hüllermeier, Eyke, J. Fürnkranz, W. Cheng, and K. Brinker. “Label Ranking by Learning Pairwise Preferences.” Artificial Intelligence 172 (2008): 1897–1917.
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2008 | Journal Article | LibreCat-ID: 16167
Vanderlooy, S., and Eyke Hüllermeier. “A Critical Analysis of Variants of the AUC.” Machine Learning 72 (2008): 247–72.
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2008 | Book Chapter | LibreCat-ID: 16225
Hüllermeier, Eyke. “Granular Computing in Machine Learning and Data Mining.” In Handbook on Granular Computing, edited by W. Pedrycz, A. Skowron, and V. Kreinovich, 889–906. John Wiley and Sons, 2008.
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2007 | Conference Paper | LibreCat-ID: 14833
Brinker, K., and Eyke Hüllermeier. “Label Ranking in Case-Based Reasoning.” In In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, edited by M. Richter and R. Weber, 4626:77–91. LNAI. Springer, 2007.
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2007 | Journal Article | LibreCat-ID: 16170
Hüllermeier, Eyke, and Y. Yi. “In Defense of Fuzzy Association Analysis.” IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics 37, no. 4 (2007): 1039–43.
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2007 | Journal Article | LibreCat-ID: 16175
Dubois, D., and Eyke Hüllermeier. “Comparing Probability Measures Using Possibility Theory: A Notion of Relative Peakedness.” International Journal of Approximate Reasoning 45, no. 2 (2007): 364–85.
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2007 | Journal Article | LibreCat-ID: 16194
Karimi, I., and Eyke Hüllermeier. “Risk Assessment for Natural Hazards: A New Approach Based on Fuzzy Probability.” Fuzzy Sets and Systems 158, no. 9 (2007): 987–99.
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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 | Conference Paper | LibreCat-ID: 15197
Hüllermeier, Eyke, 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, 1:353–60, 2007.
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2007 | Conference Paper | LibreCat-ID: 14834
Beringer, J., and Eyke Hüllermeier. “Efficient Instance-Based Learning on Data Streams.” In In Proceedings ICDM-2007, International Conference on Industrial Data Mining, Leipzig, edited by P. Perner, 34–48. Springer, 2007.
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2007 | Journal Article | LibreCat-ID: 16171
Hüllermeier, Eyke. “Credible Case-Based Inference Using Similarity Profiles.” IEEE Transactions on Knowledge and Data Engineering 19, no. 5 (2007): 847–58.
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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 | Conference Paper | LibreCat-ID: 14835
Brinker, K., and Eyke Hüllermeier. “Case-Based Multilabel Ranking.” In In Proceedings IJCAI-07, 20th International Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007, 701–7, 2007.
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2007 | Conference Paper | LibreCat-ID: 15782
Cheng, W., Eyke Hüllermeier, B. Seeger, and I. Vladimirskiy. “Interactive Ranking of Skylines Using Machine Learning Techniques.” In In Proceedings Workshop LWA-2007, Lernen-Wissensentdeckung-Adaptivität, Halle/Saale, Germany, 141–48, 2007.
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2007 | Conference Paper | LibreCat-ID: 15198
Beringer, J., and Eyke 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 | Journal Article | LibreCat-ID: 16172
Beringer, J., and Eyke Hüllermeier. “Efficient Instance-Based Learning on Data Streams.” Intelligent Data Analysis 11, no. 6 (2007): 627–50.
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2007 | Conference Paper | LibreCat-ID: 15199
Hüllermeier, Eyke, 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 | Conference Paper | LibreCat-ID: 15783
Fober, T., Eyke Hüllermeier, and M. Mernberger. “Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.” In In Proceedings 17th Workshop Computational Intelligence, Dortmund Germany, edited by R. Mikut and M. Reischl, 1–14, 2007.
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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 | 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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2007 | Conference Paper | LibreCat-ID: 14832
Hüllermeier, Eyke, and J. Fürnkranz. “On Minimizing the Position Error in Label Ranking.” In In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, September 2007. 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: 15784
Vladimirskiy, I., Eyke Hüllermeier, and E. Stauch. “Similarity Search over Uncertain Archaeological Data Using a Modified Skyline Operator.” In In Workshop Proceedings from ICCBR-2007 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, edited by D.C. Wilson and D. Khemani, 31–40, 2007.
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2007 | Journal Article | LibreCat-ID: 16179
Weskamp, N., Eyke 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 4, no. 2 (2007): 310–20.
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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: 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 | 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: 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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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: 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 | 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 | 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 | 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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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 | 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: 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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