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326 Publications


2012 | Conference Paper | LibreCat-ID: 13120
Label ranking with partial abstention based on thresholded probalistic models
W. Cheng, E. Hüllermeier, W. Waegeman, V. Welker, in: In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA, 2012.
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2012 | Conference Paper | LibreCat-ID: 15114
On the VC dimension of the Choquet integral
E. Hüllermeier, A. Fallah Tehrani, in: In Proceedings IPMU-2012 14th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy, 2012.
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2012 | Journal Article | LibreCat-ID: 16085
Grouping, overlap and generalized bientropic functions for fuzzy modeling of pairwise comparisons
H. Bustince, M. Pagola, R. Mesiar, E. Hüllermeier, F. Herrera, IEEE Transactions on Fuzzy Systems 20 (2012) 405–415.
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2012 | Journal Article | LibreCat-ID: 16092
Fingerprint kernels for protein structure comparison
T. Fober, M. Mernberger, G. Klebe, E. Hüllermeier, Molecular Informatics 31 (2012) 443–452.
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2011 | Conference Paper | LibreCat-ID: 15115
Comparing methods for knowledge-driven and data-driven fuzzy modeling: A case study in textile industry
M. Nasiri, E. Hüllermeier, R. Senge, E. Lughofer, in: In Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia, 2011, p. RW-103-1-6.
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2011 | Conference Paper | LibreCat-ID: 13196
Learning from label preferences
J. Fürnkranz, E. Hüllermeier, in: T. Elomaa, J. Hollmen, H. Mannila (Eds.), In Proceedings DS-2011, 14th International  Conference on Discovery Science, Number 6926 in LNAI, Springer, 2011, pp. 2–17.
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2011 | Conference Paper | LibreCat-ID: 13588
Bipartite ranking through minimization of univariate loss
W. Kotlowski, K. Dembczynski, E. Hüllermeier, in: In Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA, 2011.
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2011 | Conference Paper | LibreCat-ID: 15116
On-line redundancy deletion in evolving fuzzy regression models using a fuzzy inclusion measure
E. Lughofer, E. Hüllermeier, in: S. Galichet, J. Montero, G. Mauris (Eds.), In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, 2011, pp. 380–387.
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2011 | Conference Paper | LibreCat-ID: 15762
Joint mode estimation in multi-label classification by chaining
K. Dembczynski, W. Waegeman, E. Hüllermeier, in: In Proceedings ECML Workshop on Collective Inference and Learning on Structured Data, Athens, Greece, 2011.
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2011 | Conference Paper | LibreCat-ID: 13197
Learning monotone nonlinear models using the Choquet integral
A. Fallah Tehrani, W. Cheng, K. Dembczynski, E. Hüllermeier, in: In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, 2011.
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2011 | Conference Paper | LibreCat-ID: 15117
Choquistic regression: Generalizing logistic regression using the Choquet integral
A. Fallah Tehrani, W. Cheng, E. Hüllermeier, in: In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, 2011, pp. 868–875.
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2011 | Conference Paper | LibreCat-ID: 13198
Preference-based CBR: First steps toward a methodological framework
E. Hüllermeier, P. Schlegel, in: A. Ram, N. Wiratunga (Eds.), In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, Number 6880 in LNAI, Springer, 2011, pp. 77–91.
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2011 | Conference Paper | LibreCat-ID: 15764
Prediction of protein localization for specialized compartments using time series kernels
M. Mernberger, D. Moog, S. Stork, S. Zauner, U. Maier, E. Hüllermeier, in: In Proceedings GCB-2011 German Conference on Bioinformatics Munich, Germany, 2011.
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2011 | Conference Paper | LibreCat-ID: 13194
An exact algorithm for F-measure maximization
K. Dembczynski, W. Waegeman, W. Cheng, E. Hüllermeier, in: In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain, 2011.
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2010 | Conference Paper | LibreCat-ID: 13594
Predicting partial orders: Ranking with abstention
W. Cheng, M. Rademaker, B. De Beats, E. Hüllermeier, in: In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 13590
Label ranking based on the Plackett-Luce model
W. Cheng, K. Dembczynski, E. Hüllermeier, in: J. Fürnkranz, T. Joachims (Eds.), In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, 2010, pp. 215–222.
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2010 | Conference Paper | LibreCat-ID: 13589
Bayes optimal multilabel classification via probalistic classifier chains
K. Dembczynski, W. Cheng, E. Hüllermeier, in: J. Fürnkranz, T. Joachims (Eds.), In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, 2010, pp. 279–286.
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2010 | Conference Paper | LibreCat-ID: 13591
Graded multi-label classification: The ordinal case
W. Cheng, K. Dembczynski, E. Hüllermeier, in: J. Fürnkranz, T. Joachims (Eds.), In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, 2010.
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2010 | Conference Paper | LibreCat-ID: 13597
Uncertainty in clustering and classification
E. Hüllermeier, in: In Proceedings SUM 2010, International Conference on Scalable Uncertainty Management , Springer, 2010, pp. 16–19.
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2010 | Conference Paper | LibreCat-ID: 15118
Similarity measures for protein structures based on fuzzy histogram comparison
T. Fober, E. Hüllermeier, in: In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 13593
Regret analysis for performance metrics in multi-label classification: The case of Hamming and subset zero-one loss
K. Dembczynski, W. Waegeman, W. Cheng, E. Hüllermeier, in: In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 15119
Pattern trees for regression and fuzzy systems modeling
R. Senge, E. Hüllermeier, in: In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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2010 | Conference Paper | LibreCat-ID: 15765
Efficient similarity retrieval for protein binding sites based on histogram comparison
T. Fober, M. Mernberger, G. Klebe, E. Hüllermeier, in: In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany, 2010, pp. 51–60.
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2010 | Conference Paper | LibreCat-ID: 15772
On label dependence in multi-label classification
K. Dembczynski, W. Waegeman, W. Cheng, E. Hüllermeier, in: In Proceedings MLD-2010, 2nd International Workshop on Learning from Multi-Label Data, Haifa, Israel, 2010.
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2009 | Conference Paper | LibreCat-ID: 15196
A fuzzy variant of the Rand index for comparing clustering structures
E. Hüllermeier, M. Rifqi, in: In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1294–1298.
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2009 | Conference Paper | LibreCat-ID: 15778
Extension and empirical comparison of graph-kernels for the analysis of protein active sites
T. Fober, M. Mernberger, V. Melnikov, R. Moritz, E. Hüllermeier, in: In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, 2009, pp. 30–36.
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2009 | Conference Paper | LibreCat-ID: 15773
A simple instance-based approach to multilabel classification using the Mallows model
W. Cheng, E. Hüllermeier, in: In Proceedings MLD-2009 1st  International Workshop on Learning from Multi-Label Data, Bled, Slovenia, 2009, pp. 28–38.
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2009 | Conference Paper | LibreCat-ID: 13595
Decision tree and instance-based learning for label ranking
W. Cheng, J. Hühn, E. Hüllermeier, in: In Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada, 2009, pp. 161–168.
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2009 | Conference Paper | LibreCat-ID: 15774
Learning pattern tree classifiers using a co-evolutionary algorithm
R. Senge, E. Hüllermeier, in: F. Hoffmann, E. Hüllermeier (Eds.), In Proceedings 19th Workshop Computational Intelligence, Dortmund Germany, KIT Scientific Publishing, 2009, pp. 22–33.
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2009 | Conference Paper | LibreCat-ID: 13596
Binary decomposition methods for multipartite ranking
J. Fürnkranz, E. Hüllermeier, S. Vanderlooy, in: In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia, 2009.
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2009 | Conference Paper | LibreCat-ID: 15775
Graph-kernels for the comparative analysis of protein active sites
T. Fober, M. Mernberger, R. Moritz, E. Hüllermeier, in: I. Grosse, S. Neumann, S. Posch, F. Schreiber, P.. Stadler (Eds.), In Proceedings GCB-2009 German Conference on Bioinformatics Halle (Saale), Germany, 2009, pp. 21–31.
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2009 | Conference Paper | LibreCat-ID: 15120
Efficient construction of multiple geometrical alignments for the comparison of protein binding sites
T. Fober, G. Klebe, E. Hüllermeier, in: In Proceedings ISDA-2009, 9th International Conference on Intelligent Systems Design and Applications, Pisa, Italy, 2009, pp. 1251–1256.
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2009 | Conference Paper | LibreCat-ID: 15776
Learning pattern tree classifiers using a co-evolutionary algorithm
R. Senge, E. Hüllermeier, in: In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany, 2009, pp. 105–110.
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2009 | Conference Paper | LibreCat-ID: 13598
A new instance-based label ranking approach using the Mallows model. In Advances in Neural Networks
W. Cheng, E. Hüllermeier, in: In Proceedings 6th International Symposium on Neural Networks, Wuhan, China, Springer, 2009, pp. 707–716.
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2009 | Conference Paper | LibreCat-ID: 15195
Fuzzy modeling of labeled point cloud superposition for the comparison of protein binding sites
T. Fober, E. Hüllermeier, in: In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1299–1304.
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2008 | Conference Paper | LibreCat-ID: 13599
Supporting case-based retrieval by similarity skylines: Basic concepts and extensions
E. Hüllermeier, I. Vladimirskiy, B. Prados Suarez, E. Stauch, in: K.D. Althoff, R. Bergmann, M. Minor, A. Hanft (Eds.), In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, 2008, pp. 240–254.
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2008 | Conference Paper | LibreCat-ID: 15780
Evolutionary construction of multiple graph alignments for mining structured biomolecular data
T. Fober, E. Hüllermeier, M. Mernberger, in: In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 2008, pp. 27–33.
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2008 | Conference Paper | LibreCat-ID: 15781
Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules
T. Fober, E. Hüllermeier, M. Mernberger, in: A. Beyer, M. Schroeder (Eds.), IIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008, 2008, pp. 44–53.
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2008 | Conference Paper | LibreCat-ID: 15779
Weighted voting as approximate MAP prediction in pairwise classification
E. Hüllermeier, S. Vanderlooy, in: In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany, 2008, pp. 34–41.
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2008 | Conference Paper | LibreCat-ID: 13600
Learning similarity functions from qualitative feedback
W. Cheng, E. Hüllermeier, in: K.D. Althoff, R. Bergmann, M. Minor, A. Hanft (Eds.), In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, Springer, 2008, pp. 120–134.
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2007 | Conference Paper | LibreCat-ID: 14833
Label ranking in case-based reasoning
K. Brinker, E. Hüllermeier, in: M. Richter, R. Weber (Eds.), In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, Springer, 2007, pp. 77–91.
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2007 | Conference Paper | LibreCat-ID: 14834
Efficient instance-based learning on data streams
J. Beringer, E. Hüllermeier, in: P. Perner (Ed.), In Proceedings ICDM-2007, International Conference on Industrial Data Mining, Leipzig, Springer, 2007, pp. 34–48.
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2007 | Conference Paper | LibreCat-ID: 15197
Fuzzy-relational classificaton : Combining pairwise decomposition techniques with fuzzy preference modeling
E. Hüllermeier, K. Brinker, in: In Proceedings EUSFLAT-2007 5th International Conference on the European Society for Fuzzy Logic and Technology, Ostrava, Czech Republic, 2007, pp. 353–360.
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2007 | Conference Paper | LibreCat-ID: 14835
Case-based multilabel ranking
K. Brinker, E. Hüllermeier, in: In Proceedings IJCAI-07, 20th International Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007, 2007, pp. 701–707.
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2007 | Conference Paper | LibreCat-ID: 15198
Adaptive optimization of the number of clusters in fuzzy clustering, London 2007
J. Beringer, E. Hüllermeier, in: In Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, 2007.
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2007 | Conference Paper | LibreCat-ID: 15782
Interactive ranking of skylines using machine learning techniques
W. Cheng, E. Hüllermeier, B. Seeger, I. Vladimirskiy, in: In Proceedings Workshop LWA-2007, Lernen-Wissensentdeckung-Adaptivität, Halle/Saale, Germany, 2007, pp. 141–148.
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2007 | Conference Paper | LibreCat-ID: 15199
Graph alignment: Fuzzy pattern mining for the structural analysis of protein active sites
E. Hüllermeier, N. Weskamp, G. Klebe, D. Kuhn, in: In Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, London, 2007.
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2007 | Conference Paper | LibreCat-ID: 15783
Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules
T. Fober, E. Hüllermeier, M. Mernberger, in: R. Mikut, M. Reischl (Eds.), In Proceedings 17th Workshop Computational Intelligence, Dortmund Germany, 2007, pp. 1–14.
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2007 | Conference Paper | LibreCat-ID: 13601
On pairwise Naive Bayes classifiers
J.N. Sulzmann, J. Fürnkranz, E. Hüllermeier, 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
On minimizing the position error in label ranking
E. Hüllermeier, J. Fürnkranz, in: 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
Similarity search over uncertain archaeological data using a modified skyline operator
I. Vladimirskiy, E. Hüllermeier, E. Stauch, in: D.C. Wilson, D. Khemani (Eds.), In Workshop Proceedings from ICCBR-2007 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, 2007, pp. 31–40.
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2006 | Conference Paper | LibreCat-ID: 14838
A unified model for multilabel classification and ranking
K. Brinker, J. Fuernkranz, E. Hüllermeier, in: G. Brewka, S. Coradeschi, A. Perini, P. Traverso (Eds.), In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva Del Garda, Italy, 2006, pp. 489–493.
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2006 | Conference Paper | LibreCat-ID: 15785
Adaptive optimization of the number of clusters in fuzzy clustering, Dortmund, Germany 2006
J. Beringer, E. Hüllermeier, in: R. Mikut, M. Reischl (Eds.), In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, 2006, pp. 140–149.
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2006 | Conference Paper | LibreCat-ID: 15786
Classification via fuzzy preference learning
E. Hüllermeier, K. Brinker, in: R. Mikut, M. Reischl (Eds.), In Proceedings 16th Workshop Computational Intelligence, Dortmund Germany, 2006, pp. 190–199.
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2006 | Conference Paper | LibreCat-ID: 15798
Credible case-based inference using similarity profiles
E. Hüllermeier, in: M. Minor (Ed.), In Proceedings of ECCBR-2006 Workshops, 8th European Conference on Case-Based Reasoning, Ölüdeniz/Fethiye Turkey, 2006, pp. 230–242.
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2006 | Conference Paper | LibreCat-ID: 15201
Integrating instance-based learning and logistic regression
E. Hüllermeier, 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
The Choquet integral as an aggregation operator in case-based learning
E. Hüllermeier, in: B. Reusch (Ed.), In Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund, Springer, 2006, pp. 615–628.
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2006 | Conference Paper | LibreCat-ID: 14836
Hierarchical classification by expected utility maximization
K. Bade, E. Hüllermeier, A. Nürnberger, in: In Proceedings ICDM-2006, IEEE International Conference on Data Mining, IEEE Computer Society Press, 2006, pp. 43–52.
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2006 | Conference Paper | LibreCat-ID: 14837
Case-based label ranking
K. Brinker, E. Hüllermeier, in: In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006, Springer, 2006, pp. 566–573.
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2005 | Conference Paper | LibreCat-ID: 14840
Learning label preferences: Ranking error versus position error
E. Hüllermeier, J. Fürnkranz, in: A. Famili, J. Kok, J. Pena, A. Siebes, A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, Springer, 2005, pp. 180–191.
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2005 | Conference Paper | LibreCat-ID: 15216
Learning complexity-boundet rule-based classifiers by combining association analysis and genetic algorithms
Y. Yi, E. Hüllermeier, 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: 15800
On position error and label ranking through iterated choice
E. Hüllermeier, J. Fürnkranz, J. Beringer, in: In Proceedings LWA/FGML-2005, German Workshop on Machine Learning, Saarbrücken, Germany , 2005, pp. 158–163.
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2005 | Conference Paper | LibreCat-ID: 14841
Learning from ambiguously labeled examples
E. Hüllermeier, J. Beringer, in: A. Famili, J. Kok, J. Pena, A. Siebes, A. Feelders (Eds.), In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, Springer, 2005, pp. 168–179.
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2005 | Conference Paper | LibreCat-ID: 14839
A method for combining interacting pieces of evidence in case-based learning
E. Hüllermeier, C. NN, in: L. Kaelbling, A. Saffiotti (Eds.), In Proceedings IJCAI-05, 19th International Joint Conference on Artificial Intelligence, Edingburgh, Scotland, 2005, pp. 3–8.
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2005 | Conference Paper | LibreCat-ID: 15105
A notion of comarative probabilistic entroy based on the possibilistic specificity ordering
D. Dubois, E. Hüllermeier, 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: 15799
Calibrated label-ranking
K. Brinker, E. Hüllermeier, in: S. Agarwal, C. Cortes, R. Herbrich (Eds.), In Proceedings of the NIPS-2005 Workshop on Learning to Rank, Whistler, BC, Canada, http://web.mit.edu/shivani/www/Ranking-NIPS-05/., 2005, pp. 1–6.
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2005 | Conference Paper | LibreCat-ID: 15214
A fuzzy-probablistic risk assessment system for natural disasters
I. Karimi, E. Hüllermeier, 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
Improving the interpretability of data-driven evolving fuzzy systems
E. Lughofer, E. Hüllermeier, E. Klement, in: In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain, 2005.
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2004 | Conference Paper | LibreCat-ID: 15217
Comparison of ranking procedures in pairwise preference learning
E. Hüllermeier, J. Fürnkranz, 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: 15801
A systematic approach to the assessment of fuzzy association rules
D. Dubois, E. Hüllermeier, H. Prade, 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, 2004.
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2004 | Conference Paper | LibreCat-ID: 14842
Instance-based prediction with guaranteed confidence
E. Hüllermeier, in: R. Lopez de Mantaras, L. Saitta (Eds.), In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain, IOS Press, 2004, pp. 97–101.
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2004 | Conference Paper | LibreCat-ID: 15218
Ranking by pairwise comparison: A note on risk minimization
E. Hüllermeier, J. Fürnkranz, in: In Proceedings FUZZ-IEEE-04, IEEE International Conference on Fuzzy Systems, Budapest, Hungary, 2004.
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2004 | Conference Paper | LibreCat-ID: 15220
Learning decision rules from positive and negative preferences
E. Hüllermeier, J. Beringer, 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: 15219
An earthquake risk assessment method based on fuzzy probability
I. Karimi, E. Hüllermeier, K. Meskouris, 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: 15804
Graph alignments: A new concept to detect conserved regions in protein active sites
N. Weskamp, E. Hüllermeier, D. Kuhn, G. Klebe, in: R. Giegerich, J. Stoye (Eds.), In Proceedings of GCB-2004 of the German Conference on Bioinformatics, Bielefeld, Germany, Springer, 2004, pp. 131–140.
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2003 | Conference Paper | LibreCat-ID: 15223
Inducing fuzzy concepts through extended version space learning
E. Hüllermeier, in: T. Bilgic, B. De Beats, O. Kaynak (Eds.), In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, Springer, 2003, pp. 648–677.
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2003 | Conference Paper | LibreCat-ID: 15065
Regularized learning with flexible constraints
E. Hüllermeier, 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, Springer, 2003.
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2003 | Conference Paper | LibreCat-ID: 15066
Pairwise preference learning and ranking
J. Fürnkranz, E. Hüllermeier, 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: 15802
Efficient similarity search in protein structure databases: Improving clique-detection through geometric hashing
N. Weskamp, D. Kuhn, E. Hüllermeier, G. Klebe, in: In Proceedings GCB-2003 German Conference on Bioinformatics, Munich, Germany, 2003.
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2003 | Conference Paper | LibreCat-ID: 15221
Instance-based collaborative filtering with fuzzy labels
E. Hüllermeier, 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: 15803
Instance-based learning of credible label sets
E. Hüllermeier, in: A. Günter, R. Kruse, B. Neumann (Eds.), In Proceedings KI-2003, 26th German Conference on Artificial Intelligence, Hamburg, Germany, Springer, 2003.
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2003 | Conference Paper | LibreCat-ID: 15222
A note on quality measures for fuzzy association rules
D. Dubois, E. Hüllermeier, H. Prade, in: T. Bilgic, B. De Beats, O. Kaynak (Eds.), In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, Springer, 2003, pp. 648–677.
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2002 | Conference Paper | LibreCat-ID: 15064
A fuzzy set approach to flexible case-based querying: methodology and experimentation
M. De Calmès, D. Dubois, E. Hüllermeier, H. Prade, F. Sèdes, in: D. Fensel, F. Giunchiglia, D. Mc Guinness, M.A. Williams (Eds.), In Proceedings KR-02, 8th International Conference on Principles of Knowledge Representation and Reasoning, France, Morgan Kaufmann, 2002, pp. 449–458.
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2002 | Conference Paper | LibreCat-ID: 15228
Case-based quering and prediction: A fuzzy set approach
M. De Calmès, D. Dubois, E. Hüllermeier, H. Prade, F. Sèdes, in: In Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 735–740.
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2002 | Conference Paper | LibreCat-ID: 14843
On the representation and combination of evidence in instance-based learning
E. Hüllermeier, in: In Proceedings ECAI-2002, 15th European Conference on Artificial Intelligence, Lyon, France, IOS Press, 2002, pp. 360–364.
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2002 | Conference Paper | LibreCat-ID: 15098
Association rules for expressing gradual dependencies
E. Hüllermeier, in: In Proceedings PKDD-02  6th European Conference on Principles and Practise of Knowledge Discovery in Databases, Helsinki, Finland, Springer, 2002, pp. 200–211.
LibreCat
 

2002 | Conference Paper | LibreCat-ID: 15101
Possibilistic induction in decision tree learning
E. Hüllermeier, in: In Proceedings ECML-02, 13th European Conference on Machine Learning, Helsinki Finland, Springer, 2002, pp. 173–184.
LibreCat
 

2002 | Conference Paper | LibreCat-ID: 15226
Mining implication-based fuzzy association rules in databases
E. Hüllermeier, 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.
LibreCat
 

2002 | Conference Paper | LibreCat-ID: 15227
Exploiting similarity and experience in decision making
E. Hüllermeier, in: In Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 729–734.
LibreCat
 

2001 | Conference Paper | LibreCat-ID: 15230
Toward the representation of implication-based fuzzy rules in terms of crisp rules
D. Dubois, E. Hüllermeier, H. Prade, 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.
LibreCat
 

2001 | Conference Paper | LibreCat-ID: 15300
Experience-based decision making and learning from examples
E. Hüllermeier, in: In Proceedings SOR-01 Symposium on Operations Research, Duisburg, Germany, Springer, 2001.
LibreCat
 

2001 | Conference Paper | LibreCat-ID: 15805
Possibilistic instance-based learning
E. Hüllermeier, in: In Proceedings FGML-2001 German Workshop on Machine Learning, Dortmund, Germany, 2001, pp. 108–115.
LibreCat
 

2001 | Conference Paper | LibreCat-ID: 15229
Fuzzy association rules: Semantic issues and quality measures
E. Hüllermeier, in: B. Reusch (Ed.), In Proceedings of the International Conference on Computational Intelligence 7th Fuzzy Days, Dortmund, Germany, Springer, 2001, pp. 380–391.
LibreCat
 

2001 | Conference Paper | LibreCat-ID: 15806
Implication-based fuzzy association rules
E. Hüllermeier, in: In Proceedings FGML-2001 German Workshop on Machine Learning, Dortmund, Germany, 2001, pp. 93–99.
LibreCat
 

2001 | Conference Paper | LibreCat-ID: 15807
Instance-based prediction in the framework of possibility theory
E. Hüllermeier, D. Dubois, H. Prade, in: In Proceedings of Workshop on Soft Computing in Case-Based Reasoning, Vancouver, Canada, 2001.
LibreCat
 

2001 | Conference Paper | LibreCat-ID: 15106
Implication-based fuzzy association rules
E. Hüllermeier, in: D. Raedt, A. Siebes (Eds.), In Proceedings PKDD-01  5th European Conference on Principles and Practise of Knowledge Discovery in Databases, Freiburg, Germany, Springer, 2001, pp. 241–252.
LibreCat
 

2000 | Conference Paper | LibreCat-ID: 14845
Focusing search by using problem solving experience
E. Hüllermeier, in: W. Horn (Ed.), In Proceedings ECAI-2000, 14th European Conference on Artificial Inteligence, Berlin, Germany, IOS Press, 2000, pp. 55–59.
LibreCat
 

2000 | Conference Paper | LibreCat-ID: 15108
A method for predicting solutions in case-based problem solving
E. Hüllermeier, in: E. Blanzieri, L. Portinale (Eds.), In Proceedings EWCBR-2000, 5th European Workshop on Case-Based Reasoning, Trento, Italy, Springer, 2000, pp. 124–135.
LibreCat
 

2000 | Conference Paper | LibreCat-ID: 15109
Flexible control of case-based prediction in the framework of possibility theory
D. Dubois, E. Hüllermeier, H. Prade, in: E. Blanzieri, L. Portinale (Eds.), In Proceedings EWCBR-2000, 5th European Workshop on Case-Based Reasoning, Trento, Italy, Springer, 2000, pp. 61–73.
LibreCat
 

2000 | Conference Paper | LibreCat-ID: 15231
Knowledge-based extrapolution of cases: A possibilistic approach
E. Hüllermeier, D. Dubois, H. Prade, in: In Proceedings IPMU-2000 8th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Madrid, Spain, 2000, pp. 1575–1582.
LibreCat
 

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