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402 Publications


2012 | Conference Paper | LibreCat-ID: 13193
@inproceedings{Dembczynski_Waegeman_Hüllermeier_2012, title={An analysis of chaining in multi-label classification}, booktitle={In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France }, publisher={IOS Press}, author={Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke}, year={2012}, pages={294–299} }
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2012 | Book Chapter | LibreCat-ID: 15396
@inbook{Hüllermeier_Fallah Tehrani_2012, series={Studies in Computational Intelligence}, title={Efficient learning of classifiers based on the 2-additive Choquet integral}, booktitle={Computational Intelligence in Intelligent Data Analysis}, publisher={Springer}, author={Hüllermeier, Eyke and Fallah Tehrani, A.}, editor={Moewes, C. and Nürnberger, A.Editors}, year={2012}, pages={17–30}, collection={Studies in Computational Intelligence} }
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2012 | Journal Article | LibreCat-ID: 16084
@article{Fallah Tehrani_Cheng_Dembczynski_Hüllermeier_2012, title={Learning  monotone nonlinear models using the Choquet integral}, volume={89}, number={1}, journal={Machine Learning}, author={Fallah Tehrani, A. and Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}, year={2012}, pages={183–211} }
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2012 | Journal Article | LibreCat-ID: 16089
@article{Shaker_Hüllermeier_2012, title={IBL Streams: A system for instance-based classification and regression on data streams}, volume={3}, number={4}, journal={Evolving Systems}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2012}, pages={235–249} }
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2012 | Journal Article | LibreCat-ID: 16091
@article{Fallah Tehrani_Cheng_Hüllermeier_2012, title={Preference learning using the Choquet integral: The case of multipartite ranking}, volume={20}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, author={Fallah Tehrani, A. and Cheng, W. and Hüllermeier, Eyke}, year={2012}, pages={1102–1113} }
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2012 | Conference Paper | LibreCat-ID: 13120
@inproceedings{Cheng_Hüllermeier_Waegeman_Welker_2012, title={Label ranking with partial abstention based on thresholded probalistic models}, booktitle={In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA}, author={Cheng, W. and Hüllermeier, Eyke and Waegeman, W. and Welker, V.}, year={2012} }
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2012 | Conference Paper | LibreCat-ID: 15114
@inproceedings{Hüllermeier_Fallah Tehrani_2012, title={On the VC dimension of the Choquet integral}, booktitle={In Proceedings IPMU-2012 14th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy}, author={Hüllermeier, Eyke and Fallah Tehrani, A.}, year={2012} }
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2012 | Journal Article | LibreCat-ID: 16085
@article{Bustince_Pagola_Mesiar_Hüllermeier_Herrera_2012, title={Grouping, overlap and generalized bientropic functions for fuzzy modeling of pairwise comparisons}, volume={20}, number={3}, journal={IEEE Transactions on Fuzzy Systems}, author={Bustince, H. and Pagola, M. and Mesiar, R. and Hüllermeier, Eyke and Herrera, F.}, year={2012}, pages={405–415} }
LibreCat
 

2012 | Journal Article | LibreCat-ID: 16092
@article{Fober_Mernberger_Klebe_Hüllermeier_2012, title={Fingerprint kernels for protein structure comparison}, volume={31}, number={6–7}, journal={Molecular Informatics}, author={Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}, year={2012}, pages={443–452} }
LibreCat
 

2011 | Conference Paper | LibreCat-ID: 15115
@inproceedings{Nasiri_Hüllermeier_Senge_Lughofer_2011, title={Comparing methods for knowledge-driven and data-driven fuzzy modeling: A case study in textile industry}, booktitle={in Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia}, author={Nasiri, M. and Hüllermeier, Eyke and Senge, Robin and Lughofer, E.}, year={2011}, pages={RW-103-1-6} }
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2011 | Journal Article | LibreCat-ID: 16149
@article{Fober_Glinca_Klebe_Hüllermeier_2011, title={Superposition and alignment of labeled point clouds}, volume={8}, number={6}, journal={IEEE/ACM Transactions on Computational Biology and Bioinformatics}, author={Fober, T. and Glinca, S. and Klebe, G. and Hüllermeier, Eyke}, year={2011}, pages={1653–1666} }
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2011 | Conference Paper | LibreCat-ID: 13196
@inproceedings{Fürnkranz_Hüllermeier_2011, title={Learning from label preferences}, booktitle={in Proceedings DS-2011, 14th International  Conference on Discovery Science, number 6926 in LNAI}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Elomaa, T. and Hollmen, J. and Mannila, H.Editors}, year={2011}, pages={2–17} }
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2011 | Conference Paper | LibreCat-ID: 13588
@inproceedings{Kotlowski_Dembczynski_Hüllermeier_2011, title={Bipartite ranking through minimization of univariate loss}, booktitle={in Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA}, author={Kotlowski, W. and Dembczynski, K. and Hüllermeier, Eyke}, year={2011} }
LibreCat
 

2011 | Conference Paper | LibreCat-ID: 15116
@inproceedings{Lughofer_Hüllermeier_2011, title={On-line redundancy deletion in evolving fuzzy regression models using a fuzzy inclusion measure}, booktitle={in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France}, author={Lughofer, E. and Hüllermeier, Eyke}, editor={Galichet, S. and Montero, J. and Mauris, G.Editors}, year={2011}, pages={380–387} }
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2011 | Journal Article | LibreCat-ID: 16119
@article{Hirsch_Bösner_Hüllermeier_Senge_Dembczynski_Donner-Banzhoff_2011, title={Multivariate modeling to identify patterns in clinical data: The example of chest pain}, volume={11}, number={155}, journal={BMC Medical Research Methodology}, author={Hirsch, O. and Bösner, S. and Hüllermeier, Eyke and Senge, R. and Dembczynski, K. and Donner-Banzhoff, N.}, year={2011} }
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2011 | Journal Article | LibreCat-ID: 16126
@article{Domshlak_Hüllermeier_Kaci_Prade_2011, title={Preferences in AL: An overview}, volume={175}, number={7–8}, journal={Artificial Intelligence}, author={Domshlak, C. and Hüllermeier, Eyke and Kaci, S. and Prade, H.}, year={2011}, pages={1037–1052} }
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2011 | Conference Paper | LibreCat-ID: 15762
@inproceedings{Dembczynski_Waegeman_Hüllermeier_2011, title={Joint mode estimation in multi-label classification by chaining}, booktitle={In Proceedings ECML Workshop on Collective inference and Learning on Structured Data, Athens, Greece}, author={Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke}, year={2011} }
LibreCat
 

2011 | Conference Paper | LibreCat-ID: 13197
@inproceedings{Fallah Tehrani_Cheng_Dembczynski_Hüllermeier_2011, title={Learning  monotone nonlinear models using the Choquet integral}, booktitle={In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece,}, author={Fallah Tehrani, A. and Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}, year={2011} }
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2011 | Conference Paper | LibreCat-ID: 15117
@inproceedings{Fallah Tehrani_Cheng_Hüllermeier_2011, title={Choquistic regression: Generalizing logistic regression using the Choquet integral}, booktitle={in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France}, author={Fallah Tehrani, A. and Cheng, W. and Hüllermeier, Eyke}, year={2011}, pages={868–875} }
LibreCat
 

2011 | Journal Article | LibreCat-ID: 16153
@article{Senge_Hüllermeier_2011, title={Top-down induction of fuzzy pattern trees}, volume={19}, number={2}, journal={IEEE Transactions on Fuzzy Systems}, author={Senge, Robin and Hüllermeier, Eyke}, year={2011}, pages={241–252} }
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2011 | Conference Paper | LibreCat-ID: 13198
@inproceedings{Hüllermeier_Schlegel_2011, title={Preference-based CBR: First steps toward a methodological framework}, booktitle={In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, number 6880 in LNAI}, publisher={Springer}, author={Hüllermeier, Eyke and Schlegel, P.}, editor={Ram, A. and Wiratunga, N.Editors}, year={2011}, pages={77–91} }
LibreCat
 

2011 | Conference Paper | LibreCat-ID: 15764
@inproceedings{Mernberger_Moog_Stork_Zauner_Maier_Hüllermeier_2011, title={Prediction of protein localization for specialized compartments using time series kernels}, booktitle={In Proceedings GCB-2011 German Conference on Bioinformatics Munich, Germany}, author={Mernberger, M. and Moog, D. and Stork, S. and Zauner, S. and Maier, U. and Hüllermeier, Eyke}, year={2011} }
LibreCat
 

2011 | Journal Article | LibreCat-ID: 16147
@article{Hüllermeier_2011, title={Fuzzy machine learning and data mining}, volume={1}, number={4}, journal={WIREs Data Mining and Knowledge Discovery}, author={Hüllermeier, Eyke}, year={2011}, pages={269–283} }
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2011 | Conference Paper | LibreCat-ID: 13194
@inproceedings{Dembczynski_Waegeman_Cheng_Hüllermeier_2011, title={An exact algorithm for F-measure maximization}, booktitle={In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain}, author={Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}, year={2011} }
LibreCat
 

2011 | Journal Article | LibreCat-ID: 16148
@article{Mernberger_Klebe_Hüllermeier_2011, title={SEGA: Semi-global graph alignment for structure-based protein comparison}, volume={8}, number={5}, journal={IEEE/ACM Transactions of Computational Biology and Bioinformatics}, author={Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}, year={2011}, pages={1330–1343} }
LibreCat
 

2011 | Journal Article | LibreCat-ID: 16150
@article{Hüllermeier_2011, title={Fuzzy sets in machine learning and data mining}, journal={Applied Soft Computing Journal}, author={Hüllermeier, Eyke}, year={2011}, pages={1493–1505} }
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2010 | Conference Paper | LibreCat-ID: 13594
@inproceedings{Cheng_Rademaker_De Beats_Hüllermeier_2010, title={Predicting partial orders: Ranking with abstention}, booktitle={In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain}, author={Cheng, W. and Rademaker, M. and De Beats, B. and Hüllermeier, Eyke}, year={2010} }
LibreCat
 

2010 | Book Chapter | LibreCat-ID: 15297
@inbook{Hüllermeier_Hühn_2010, series={Studies in Computational Intelligence}, title={An Analysis of the FURIA algorithm for fuzzy rule induction}, volume={262}, booktitle={Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S.Michalski}, publisher={Springer}, author={Hüllermeier, Eyke and Hühn, J.}, editor={Koronacki, J. and Ras, Z.W. and Wierzchon, S.T. and Kacprzyk, J.Editors}, year={2010}, pages={321–344}, collection={Studies in Computational Intelligence} }
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2010 | Journal Article | LibreCat-ID: 16151
@article{Hüllermeier_Vanderlooy_2010, title={Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting}, volume={43}, number={1}, journal={Pattern Recognition}, author={Hüllermeier, Eyke and Vanderlooy, S.}, year={2010}, pages={128–142} }
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2010 | Conference Paper | LibreCat-ID: 13590
@inproceedings{Cheng_Dembczynski_Hüllermeier_2010, title={Label ranking based on the Plackett-Luce model}, booktitle={in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}, author={Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}, editor={Fürnkranz, J. and Joachims, T.Editors}, year={2010}, pages={215–222} }
LibreCat
 

2010 | Book Chapter | LibreCat-ID: 15298
@inbook{Fürnkranz_Hüllermeier_2010, title={Preference Learning: An Introduction}, booktitle={Preference Learning}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Fürnkranz, J. and Hüllermeier, EykeEditors}, year={2010}, pages={1–18} }
LibreCat
 

2010 | Journal Article | LibreCat-ID: 16121
@article{Pfeffer_Fober_Hüllermeier_Klebe_2010, title={GARLig: A fully automated tool for subset selection of large fragment spaces via a self-adaptive genetic algorithm}, volume={50}, number={9}, journal={Journal of Chemical Information and Modeling}, author={Pfeffer, P. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2010}, pages={1644–1659} }
LibreCat
 

2010 | Journal Article | LibreCat-ID: 16152
@article{Hüllermeier_Fürnkranz_2010, title={On predictive accuracy and risk minimization in pairwise label ranking}, volume={76}, number={1}, journal={Journal of Computer and System Sciences}, author={Hüllermeier, Eyke and Fürnkranz, J.}, year={2010}, pages={49–62} }
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2010 | Conference Paper | LibreCat-ID: 13589
@inproceedings{Dembczynski_Cheng_Hüllermeier_2010, title={Bayes optimal multilabel classification via probalistic classifier chains}, booktitle={in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}, author={Dembczynski, K. and Cheng, W. and Hüllermeier, Eyke}, editor={Fürnkranz, J. and Joachims, T.Editors}, year={2010}, pages={279–286} }
LibreCat
 

2010 | Conference Paper | LibreCat-ID: 13591
@inproceedings{Cheng_Dembczynski_Hüllermeier_2010, title={Graded multi-label classification: The ordinal case}, booktitle={in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}, author={Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}, editor={Fürnkranz, J. and Joachims, T.Editors}, year={2010} }
LibreCat
 

2010 | Conference Paper | LibreCat-ID: 13597
@inproceedings{Hüllermeier_2010, title={Uncertainty in clustering and classification }, volume={6379}, number={LNCS}, booktitle={in Proceedings SUM 2010, International Conference on Scalable Uncertainty Management }, publisher={Springer}, author={Hüllermeier, Eyke}, year={2010}, pages={16–19} }
LibreCat
 

2010 | Conference Paper | LibreCat-ID: 15118
@inproceedings{Fober_Hüllermeier_2010, title={Similarity measures for protein structures based on fuzzy histogram comparison}, booktitle={in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain}, author={Fober, T. and Hüllermeier, Eyke}, year={2010} }
LibreCat
 

2010 | Conference Paper | LibreCat-ID: 13593
@inproceedings{Dembczynski_Waegeman_Cheng_Hüllermeier_2010, title={Regret analysis for performance metrics in multi-label classification: The case of Hamming and subset zero-one loss}, booktitle={In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain}, author={Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}, year={2010} }
LibreCat
 

2010 | Conference Paper | LibreCat-ID: 15119
@inproceedings{Senge_Hüllermeier_2010, title={Pattern trees for regression and fuzzy systems modeling}, booktitle={in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain}, author={Senge, Robin and Hüllermeier, Eyke}, year={2010} }
LibreCat
 

2010 | Conference Paper | LibreCat-ID: 15765
@inproceedings{Fober_Mernberger_Klebe_Hüllermeier_2010, title={Efficient similarity retrieval for protein binding sites based on histogram comparison}, booktitle={In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany}, author={Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}, year={2010}, pages={51–60} }
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2010 | Conference Paper | LibreCat-ID: 15772
@inproceedings{Dembczynski_Waegeman_Cheng_Hüllermeier_2010, title={On label dependence in multi-label classification}, booktitle={In Proceedings MLD-2010, 2nd International Workshop on Learning from Multi-Label Data, Haifa, Israel}, author={Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}, year={2010} }
LibreCat
 

2009 | Conference Paper | LibreCat-ID: 15196
@inproceedings{Hüllermeier_Rifqi_2009, title={A fuzzy variant of the Rand index for comparing clustering structures}, booktitle={in Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal}, author={Hüllermeier, Eyke and Rifqi, M.}, year={2009}, pages={1294–1298} }
LibreCat
 

2009 | Journal Article | LibreCat-ID: 16163
@article{Hühn_Hüllermeier_2009, title={FR3: A fuzzy rule learner for inducing reliable classifiers}, volume={17}, number={1}, journal={IEEE Transactions on Fuzzy Systems}, author={Hühn, J. and Hüllermeier, Eyke}, year={2009}, pages={138–149} }
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2009 | Conference Paper | LibreCat-ID: 15773
@inproceedings{Cheng_Hüllermeier_2009, title={A simple instance-based approach to multilabel classification using the Mallows model}, booktitle={In Proceedings MLD-2009 1st  International Workshop on Learning from Multi-Label Data, Bled, Slovenia}, author={Cheng, W. and Hüllermeier, Eyke}, year={2009}, pages={28–38} }
LibreCat
 

2009 | Conference Paper | LibreCat-ID: 15778
@inproceedings{Fober_Mernberger_Melnikov_Moritz_Hüllermeier_2009, title={Extension and empirical comparison of graph-kernels for the analysis of protein active sites}, booktitle={In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany}, author={Fober, T. and Mernberger, M. and Melnikov, Vitaly and Moritz, R. and Hüllermeier, Eyke}, year={2009}, pages={30–36} }
LibreCat
 

2009 | Conference Paper | LibreCat-ID: 13595
@inproceedings{Cheng_Hühn_Hüllermeier_2009, title={Decision tree and instance-based learning for label ranking}, booktitle={in Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada}, author={Cheng, W. and Hühn, J. and Hüllermeier, Eyke}, year={2009}, pages={161–168} }
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2009 | Conference Paper | LibreCat-ID: 15774
@inproceedings{Senge_Hüllermeier_2009, title={Learning pattern tree classifiers using a co-evolutionary algorithm}, booktitle={in Proceedings 19th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Senge, Robin and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors}, year={2009}, pages={22–33} }
LibreCat
 

2009 | Conference Paper | LibreCat-ID: 13596
@inproceedings{Fürnkranz_Hüllermeier_Vanderlooy_2009, title={Binary decomposition methods for multipartite ranking}, booktitle={In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia}, author={Fürnkranz, J. and Hüllermeier, Eyke and Vanderlooy, S.}, year={2009} }
LibreCat
 

2009 | Conference Paper | LibreCat-ID: 15775
@inproceedings{Fober_Mernberger_Moritz_Hüllermeier_2009, title={Graph-kernels for the comparative analysis of protein active sites}, booktitle={In Proceedings GCB-2009 German Conference on Bioinformatics Halle (Saale), Germany}, author={Fober, T. and Mernberger, M. and Moritz, R. and Hüllermeier, Eyke}, editor={Grosse, I. and Neumann, S. and Posch, S. and Schreiber, F. and Stadler, P..Editors}, year={2009}, pages={21–31} }
LibreCat
 

2009 | Journal Article | LibreCat-ID: 16158
@article{Hühn_Hüllermeier_2009, title={FURIA: An Algorithm for unordered fuzzy rule induction}, volume={19}, journal={Data Mining and Knowledge Discovery }, author={Hühn, J. and Hüllermeier, Eyke}, year={2009}, pages={293–319} }
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