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402 Publications


2013 | Conference Paper | LibreCat-ID: 15759
@inproceedings{Cheng_Hüllermeier_2013, title={A nearest neigbor approach to label ranking based on generalized labelwise loss minimization}, booktitle={In Proceedings M-PREF`13, 7th Multidisciplinary Workshop on Advances in Preference Handling Beijing, China}, author={Cheng, W. and Hüllermeier, Eyke}, year={2013} }
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2013 | Conference Paper | LibreCat-ID: 15761
@inproceedings{Senge_del Coz_Hüllermeier_2013, title={On the problem of error propagation in classier chains for multi-label classification. Data Analysis, Machine Learning and Knowledge Discovery}, booktitle={In Proceedings of GFKL-2012, 36th Annual Conference of the German Classification Society, Studies in Classification, Data Analysis and Knowledge Organization, Hildesheim, Germany }, publisher={Springer}, author={Senge, Robin and del Coz, J.J. and Hüllermeier, Eyke}, editor={Schmidt-Thieme, L. and Spiliopoulou, M.Editors}, year={2013} }
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2013 | Conference Paper | LibreCat-ID: 13115
@inproceedings{Szarvas_Busa-Fekete_Hüllermeier_2013, title={Learning to rank lexical substitutions}, booktitle={In Proceedings EMNLP-2013 Conference on Empirical Methods in Natural Language Processing, Seattle, USA}, author={Szarvas, G. and Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2013} }
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2013 | Conference Paper | LibreCat-ID: 15755
@inproceedings{Busa-Fekete_Fober_Hüllermeier_2013, title={Preference-based evolutionary optimization using generalized racing algorithms}, booktitle={in Proceedings 23th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Busa-Fekete, Robert and Fober, T. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors}, year={2013}, pages={237–246} }
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2013 | Journal Article | LibreCat-ID: 16044
@article{Heider_Senge_Cheng_Hüllermeier_2013, title={Multilabel classification for exploiting cross-resistance information in HIV-1 drug resistence prediction}, volume={29}, number={16}, journal={Bioinformatics}, author={Heider, D. and Senge, Robin and Cheng, W. and Hüllermeier, Eyke}, year={2013}, pages={1946–1952} }
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2013 | Conference Paper | LibreCat-ID: 485
@inproceedings{Mohr_Kleine Büning_2013, title={Semi-Automated Software Composition Through Generated Components}, DOI={10.1145/2539150.2539235}, booktitle={Proceedings of the 15th International Conference on Information Integration and Web-based Applications & Services (iiWAS)}, author={Mohr, Felix and Kleine Büning, Hans}, year={2013}, pages={676–680} }
LibreCat | Files available | DOI
 

2013 | Conference Paper | LibreCat-ID: 13116
@inproceedings{Dembczynski_Jachnik_Kotlowski_Waegeman_Hüllermeier_2013, title={Optimizing the F-measure in multi-label classification: Plug-in rule approach versus structured loss minimization}, booktitle={in Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA}, author={Dembczynski, K. and Jachnik, A. and Kotlowski, W. and Waegeman, W. and Hüllermeier, Eyke}, editor={Dasgupta, S. and McAllester, D.Editors}, year={2013}, pages={1130–1138} }
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2013 | Conference Paper | LibreCat-ID: 15756
@inproceedings{Henzgen_Hüllermeier_2013, title={Weighted rank correlation measures based on fuzzy order relations}, booktitle={in Proceedings 23th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Henzgen, S. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors}, year={2013}, pages={227–236} }
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2013 | Conference Paper | LibreCat-ID: 15763
@inproceedings{Fober_Klebe_Hüllermeier_2013, title={Local clique merging: An extension of the maximum common subgraph measure with applications in structural bioinformatics, Algorithms from and for Nature and Life}, booktitle={In Proceedings GFKL-2011, Conference of the German Classification Society, Frankfurt Germany}, publisher={Springer}, author={Fober, T. and Klebe, G. and Hüllermeier, Eyke}, editor={Lausen, B. and Van den Poel, D. and Ultsch, A.Editors}, year={2013}, pages={279–286} }
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2013 | Conference Paper | LibreCat-ID: 15112
@inproceedings{Fallah Tehrani_Hüllermeier_2013, title={Ordinal Choquistic regression }, booktitle={in Proceedings EUSFLAT-2013 8th International Conference on the European Society for Fuzzy Logic and Technology, Milano, Italy}, publisher={Atlantis Press}, author={Fallah Tehrani, A. and Hüllermeier, Eyke}, editor={Montero, J. and Pasi, G. and Ciucci, D.Editors}, year={2013} }
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2013 | Conference Paper | LibreCat-ID: 13117
@inproceedings{Busa-Fekete_Szoreny_Weng_Cheng_Hüllermeier_2013, title={Top-k selection based on adaptive sampling of noisy preferences}, booktitle={in Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA}, author={Busa-Fekete, Robert and Szoreny, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, editor={Dasgupta, S. and McAllester, D.Editors}, year={2013}, pages={1094–1102} }
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2013 | Conference Paper | LibreCat-ID: 15113
@inproceedings{Nasiri_Fober_Senge_Hüllermeier_2013, title={Fuzzy Pattern Trees as an alternative to rule-based fuzzy systems: Knowledge-driven, data-driven and hybrid modeling of colour yield in poyester dyeing, Edmonton, Canada}, booktitle={in Proceedings IFSA-2013 World Congress of the International Fuzzy Systems Association, Edmonton, Canada}, author={Nasiri, N. and Fober, T. and Senge, Robin and Hüllermeier, Eyke}, year={2013}, pages={715–721} }
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2013 | Conference Paper | LibreCat-ID: 15752
@inproceedings{Cheng_Henzgen_Hüllermeier_2013, title={Labelwise versus pairwise decomposition in label ranking}, booktitle={In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany}, author={Cheng, W. and Henzgen, S. and Hüllermeier, Eyke}, year={2013}, pages={129–136} }
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2013 | Conference Paper | LibreCat-ID: 15757
@inproceedings{Weng_Busa-Fekete_Hüllermeier_2013, title={Interactive Q-learning with ordinal rewards and unreliable tutor}, booktitle={In Proceedings ECML/PKDD-Workshop on Reinforcement learning from Generalized Feedback:Beyond Numerical Rewards, Prague}, author={Weng, P. and Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2013} }
LibreCat
 

2013 | Journal Article | LibreCat-ID: 16123
@article{Shaker_Senge_Hüllermeier_2013, title={Evolving fuzzy pattern trees for binary classification on data streams}, volume={220}, journal={Information Sciences}, author={Shaker, A. and Senge, R. and Hüllermeier, Eyke}, year={2013}, pages={34–45} }
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2013 | Conference Paper | LibreCat-ID: 13118
@inproceedings{Hüllermeier_Cheng_2013, title={Preference-based CBR: General ideas and basic principles}, booktitle={in Proceedings IJCAI-13, 23rd international Joint Conference on Artificial Intelligence, Beijing, China}, publisher={AAAI Press}, author={Hüllermeier, Eyke and Cheng, W.}, editor={Rossi, F.Editor}, year={2013}, pages={3012–3016} }
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2013 | Conference Paper | LibreCat-ID: 15753
@inproceedings{Senge_del Coz_Hüllermeier_2013, title={Rectifying classifier chains for multi-label classification, Bamberg, Germany}, booktitle={In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany}, author={Senge, Robin and del Coz, J. and Hüllermeier, Eyke}, year={2013}, pages={151–158} }
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2013 | Conference Paper | LibreCat-ID: 15758
@inproceedings{Busa-Fekete_Szörenyi_Weng_Hüllermeier_2013, title={Preference-based evolutionary direct policy search}, booktitle={In Proceedings ECML/PKDD-Workshop on Reinforcement learning from Generalized Feedback:Beyond Numerical Rewards, Prague}, author={Busa-Fekete, Robert and Szörenyi, B. and Weng, P. and Hüllermeier, Eyke}, year={2013} }
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2013 | Conference Paper | LibreCat-ID: 15760
@inproceedings{Shaker_Hüllermeier_2013, title={Event history analysis on data streams: An application to earthquake occurence}, booktitle={In Proceedings RealStream 2013, 1st International Workshop on Real-World Challenges for Data Stream Mining, Prague, Czech Republic}, author={Shaker, Ammar and Hüllermeier, Eyke}, editor={Krempl, G. and Zliobaite, I. and Wang, Y. and Forman, G.Editors}, year={2013}, pages={38–41} }
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2013 | Conference Paper | LibreCat-ID: 495
@inproceedings{Mohr_Lettmann_Kleine Büning_2013, title={Reducing Nondeterminism in Automated Service Composition}, DOI={10.1109/SOCA.2013.25}, booktitle={Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)}, author={Mohr, Felix and Lettmann, Theodor and Kleine Büning, Hans}, year={2013}, pages={154–161} }
LibreCat | Files available | DOI
 

2012 | Book Chapter | LibreCat-ID: 10153
@inbook{Hüllermeier_2012, series={Studies in Fuzziness and Soft Computing}, title={Fuzzy rules in data mining: From fuzzy associations to gradual dependencies}, volume={271}, booktitle={Combining Experimentation and Theory}, publisher={Springer}, author={Hüllermeier, Eyke}, editor={Trillas, E. and Bonissone, P.P. and Magdalena, L. and Kacprzyk, J.Editors}, year={2012}, pages={123–135}, collection={Studies in Fuzziness and Soft Computing} }
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2012 | Journal Article | LibreCat-ID: 16093
@article{Hüllermeier_Rifqi_Henzgen_Senge_2012, title={Comparing fuzzy partitions: A generalization of the Rand index and related measures}, volume={20}, number={3}, journal={IEEE Transactions on Fuzzy Systems}, author={Hüllermeier, Eyke and Rifqi, M. and Henzgen, Sascha and Senge, Robin}, year={2012}, pages={546–556} }
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2012 | Conference Paper | LibreCat-ID: 15754
@inproceedings{Bräuning_Hüllermeier_2012, title={Learning conditional lexicographic preference trees}, booktitle={In Workshops on Preference Learning at ECAI, European Conference on Artiticial intelligence, Montpellier, France}, author={Bräuning, M. and Hüllermeier, Eyke}, year={2012} }
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2012 | Conference Paper | LibreCat-ID: 13191
@inproceedings{Cheng_Hüllermeier_2012, title={Probability estimation for mulit-class classification based on label ranking}, booktitle={Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK}, author={Cheng, W. and Hüllermeier, Eyke}, year={2012} }
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2012 | Journal Article | LibreCat-ID: 16087
@article{Fürnkranz_Hüllermeier_Cheng_Park_2012, title={Preference-based reinforcement learning: A formal framework and a policy iteration algorithm}, volume={89}, number={1}, journal={Machine Learning}, author={Fürnkranz, J. and Hüllermeier, Eyke and Cheng, W. and Park, S.H.}, year={2012}, pages={123–156} }
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2012 | Journal Article | LibreCat-ID: 16094
@article{Senge_Fober_Nasiri_Hüllermeier_2012, title={Fuzzy Pattern Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung}, volume={60}, number={10}, journal={At-Atomatisierungstechnik}, author={Senge, Robin and Fober, T. and Nasiri, N. and Hüllermeier, Eyke}, year={2012}, pages={622–629} }
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2012 | Conference Paper | LibreCat-ID: 13192
@inproceedings{Dembczynski_Kotlowski_Hüllermeier_2012, title={Consistent multilabel ranking through univariate loss minimization}, booktitle={in Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland}, author={Dembczynski, K. and Kotlowski, W. and Hüllermeier, Eyke}, editor={Langford, J. and Pineau, J.Editors}, year={2012} }
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2012 | Conference Paper | LibreCat-ID: 15299
@inproceedings{Leinweber_Baumgärtner_Mernberger_Fober_Hüllermeier_Klebe_Freisleben_2012, title={GPU-based cloud computing for comparing the structure of protein binding sites}, booktitle={in Proceedings IEEE Conference on Digital Ecosystem Technologies-Complex Environment Engineering Campione d`Italia, Italy}, author={Leinweber, M. and Baumgärtner, L. and Mernberger, M. and Fober, T. and Hüllermeier, Eyke and Klebe, G. and Freisleben, B.}, year={2012} }
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2012 | Journal Article | LibreCat-ID: 16088
@article{Dembczynski_Waegeman_Cheng_Hüllermeier_2012, title={On label dependence and loss  minimization in multi-label classification}, volume={88}, number={1–2}, journal={Machine Learning}, author={Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}, year={2012}, pages={5–45} }
LibreCat
 

2012 | Journal Article | LibreCat-ID: 16090
@article{Dolorez Ruiz_Hüllermeier_2012, title={A formal and empirical analysis of the fuzzy gamma rank correlation coefficient}, volume={206}, journal={Information Sciences}, author={Dolorez Ruiz, M. and Hüllermeier, Eyke}, year={2012}, pages={1–17} }
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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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
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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} }
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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} }
LibreCat
 

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} }
LibreCat
 

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} }
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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} }
LibreCat
 

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} }
LibreCat
 

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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