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402 Publications


2008 | Journal Article | LibreCat-ID: 16184
Beringer, J., and Eyke Hüllermeier. “Case-Based Learning in a Bipolar Possibilistic Framework.” International Journal of Intelligent Systems, vol. 23, no. 10, 2008, pp. 1119–34.
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2008 | Conference Paper | LibreCat-ID: 13600
Cheng, W., and Eyke Hüllermeier. “Learning Similarity Functions from Qualitative Feedback.” In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff et al., no. LNAI 5239, Springer, 2008, pp. 120–34.
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2008 | Journal Article | LibreCat-ID: 16166
Hüllermeier, Eyke, et al. “Label Ranking by Learning Pairwise Preferences.” Artificial Intelligence, vol. 172, 2008, pp. 1897–917.
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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, vol. 72, 2008, pp. 247–72.
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2008 | Book Chapter | LibreCat-ID: 16225
Hüllermeier, Eyke. “Granular Computing in Machine Learning and Data Mining.” Handbook on Granular Computing, edited by W. Pedrycz et al., John Wiley and Sons, 2008, pp. 889–906.
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2007 | Conference Paper | LibreCat-ID: 14833
Brinker, K., and Eyke Hüllermeier. “Label Ranking in Case-Based Reasoning.” In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, edited by M. Richter and R. Weber, vol. 4626, Springer, 2007, pp. 77–91.
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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, vol. 45, no. 2, 2007, pp. 364–85.
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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, vol. 37, no. 4, 2007, pp. 1039–43.
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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, vol. 158, no. 9, 2007, pp. 987–99.
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2007 | Book Chapter | LibreCat-ID: 16226
Beringer, J., and Eyke Hüllermeier. “Fuzzy Clustering of Parallel Data Streams.” Advances in Fuzzy Clustering and Its Applications , edited by J. Valente de Oliveira and W. Pedrycz, John Wiley and Sons, 2007, pp. 333–52.
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2007 | Conference Paper | LibreCat-ID: 14834
Beringer, J., and Eyke Hüllermeier. “Efficient Instance-Based Learning on Data Streams.” In Proceedings ICDM-2007, International Conference on Industrial Data Mining, Leipzig, edited by P. Perner, Springer, 2007, pp. 34–48.
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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 Proceedings EUSFLAT-2007 5th International Conference on the European Society for Fuzzy Logic and Technology, Ostrava, Czech Republic, vol. 1, 2007, pp. 353–60.
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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, vol. 19, no. 5, 2007, pp. 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.” Fuzzy Sets and Their Extensions: Representation, Aggregation and Models, Springer, 2007, pp. 355–74.
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2007 | Conference Paper | LibreCat-ID: 14835
Brinker, K., and Eyke Hüllermeier. “Case-Based Multilabel Ranking.” In Proceedings IJCAI-07, 20th International Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007, 2007, pp. 701–07.
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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 Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, 2007.
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2007 | Conference Paper | LibreCat-ID: 15782
Cheng, W., et al. “Interactive Ranking of Skylines Using Machine Learning Techniques.” In Proceedings Workshop LWA-2007, Lernen-Wissensentdeckung-Adaptivität, Halle/Saale, Germany, 2007, pp. 141–48.
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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, vol. 11, no. 6, 2007, pp. 627–50.
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2007 | Conference Paper | LibreCat-ID: 15199
Hüllermeier, Eyke, et al. “Graph Alignment: Fuzzy Pattern Mining for the Structural Analysis of Protein Active Sites.” 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., et al. “Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.” In Proceedings 17th Workshop Computational Intelligence, Dortmund Germany, edited by R. Mikut and M. Reischl, 2007, pp. 1–14.
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2007 | Book Chapter | LibreCat-ID: 16224
Hüllermeier, Eyke. “Why Fuzzy Set Theory Is Useful in Data Mining.” Successes and New Directions in Data Mining, edited by F. Masseglia et al., Information Science Reference, Hershey, New York, 2007, pp. 1–16.
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2007 | Conference Paper | LibreCat-ID: 13601
Sulzmann, J. N., et al. “On Pairwise Naive Bayes Classifiers.” 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 Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, September 2007, Springer, 2007.
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2007 | Conference Paper | LibreCat-ID: 15784
Vladimirskiy, I., et al. “Similarity Search over Uncertain Archaeological Data Using a Modified Skyline Operator.” In Workshop Proceedings from ICCBR-2007 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, edited by D.C. Wilson and D. Khemani, 2007, pp. 31–40.
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2007 | Journal Article | LibreCat-ID: 16179
Weskamp, N., et al. “Multiple Graph Aligment for the Structural Analysis of Protein Active Sites.” IEEE/ACM Transactions of Computational Biology and Bioinformatics, vol. 4, no. 2, 2007, pp. 310–20.
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2007 | Book | LibreCat-ID: 16282
Hüllermeier, Eyke. Case-Based Approximate Reasoning. Vol. 44, Springer, 2007.
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2006 | Conference Paper | LibreCat-ID: 14838
Brinker, K., et al. “A Unified Model for Multilabel Classification and Ranking.” In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva Del Garda, Italy, edited by G. Brewka et al., 2006, pp. 489–93.
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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 Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, edited by R. Mikut and M. Reischl, 2006, pp. 140–49.
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2006 | Conference Paper | LibreCat-ID: 15786
Hüllermeier, Eyke, and K. Brinker. “Classification via Fuzzy Preference Learning.” In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, edited by R. Mikut and M. Reischl, 2006, pp. 190–99.
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2006 | Conference Paper | LibreCat-ID: 15798
Hüllermeier, Eyke. “Credible Case-Based Inference Using Similarity Profiles.” In Proceedings of ECCBR-2006 Workshops, 8th European Conference on Case-Based Reasoning, Ölüdeniz/Fethiye Turkey, edited by M. Minor, 2006, pp. 230–42.
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2006 | Journal Article | LibreCat-ID: 16176
Dubois, D., et al. “Fuzzy Methods in Case-Based Recommendation and Decision Support.” Journal of Intelligent Information Systems, vol. 27, 2006, pp. 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, vol. 58, no. 2, 2006, pp. 180–204.
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2006 | Journal Article | LibreCat-ID: 16195
Karimi, I., et al. “A Fuzzy-Probablistic Earthquake Risk Assessment System.” Soft Computing, vol. 11, no. 3, 2006, pp. 229–38.
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2006 | Conference Paper | LibreCat-ID: 15201
Hüllermeier, Eyke. “Integrating Instance-Based Learning and Logistic Regression.” 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 Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund, edited by B. Reusch, Springer, 2006, pp. 615–28.
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2006 | Journal Article | LibreCat-ID: 16177
Hüllermeier, Eyke, and J. Beringer. “Learning from Ambiguously Labeled Examples.” Intelligent Data Analysis, vol. 10, no. 5, 2006, pp. 419–40.
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2006 | Conference Paper | LibreCat-ID: 14836
Bade, K., et al. “Hierarchical Classification by Expected Utility Maximization.” In Proceedings ICDM-2006, IEEE International Conference on Data Mining, IEEE Computer Society Press, 2006, pp. 43–52.
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2006 | Journal Article | LibreCat-ID: 16173
Dubois, D., et al. “A Systematic Approach to the Assessment of Fuzzy Association Rules.” Data Mining and Knowledge Discovery, vol. 13, no. 2, 2006, pp. 167–92.
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2006 | Conference Paper | LibreCat-ID: 14837
Brinker, K., and Eyke Hüllermeier. “Case-Based Label Ranking.” In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006, Springer, 2006, pp. 566–73.
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2005 | Conference Paper | LibreCat-ID: 14840
Hüllermeier, Eyke, and J. Fürnkranz. “Learning Label Preferences: Ranking Error versus Position Error.” In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili et al., vol. 3646, Springer, 2005, pp. 180–91.
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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 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: 15800
Hüllermeier, Eyke, et al. “On Position Error and Label Ranking through Iterated Choice.” In Proceedings LWA/FGML-2005, German Workshop on Machine Learning, Saarbrücken, Germany , 2005, pp. 158–63.
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2005 | Conference Paper | LibreCat-ID: 14841
Hüllermeier, Eyke, and J. Beringer. “Learning from Ambiguously Labeled Examples.” In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili et al., vol. 3646, Springer, 2005, pp. 168–79.
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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 Proceedings IJCAI-05, 19th International Joint Conference on Artificial Intelligence, Edingburgh, Scotland, edited by L. Kaelbling and A. Saffiotti, 2005, pp. 3–8.
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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 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: 15799
Brinker, K., and Eyke Hüllermeier. “Calibrated Label-Ranking.” In Proceedings of the NIPS-2005 Workshop on Learning to Rank, Whistler, BC, Canada, edited by S. Agarwal et al., http://web.mit.edu/shivani/www/Ranking-NIPS-05/., 2005, pp. 1–6.
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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 Proceedings IFSA-2005, 11th  World Congress of the International Fuzzy System Association, Beijing, China, 2005, pp. 1147–53.
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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, vol. 35, no. 5, 2005, pp. 641–53.
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2005 | Conference Paper | LibreCat-ID: 15215
Lughofer, E., et al. “Improving the Interpretability of Data-Driven Evolving Fuzzy Systems.” 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: 16181
Balasubramaniyan, R., et al. “Clustering of Gene Expression Data Using a Local Shape-Based Similarity Measure.” Bioinformatics, vol. 21, no. 7, 2005, pp. 1069–77.
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