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449 Publications


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} }
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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: 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: 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} }
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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} }
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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 | 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} }
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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} }
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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} }
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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} }
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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} }
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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 | 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} }
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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} }
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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} }
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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} }
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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} }
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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} }
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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} }
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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} }
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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} }
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2009 | Conference Paper | LibreCat-ID: 15776
@inproceedings{Senge_Hüllermeier_2009, title={Learning pattern tree classifiers using a co-evolutionary algorithm}, booktitle={In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany}, author={Senge, Robin and Hüllermeier, Eyke}, year={2009}, pages={105–110} }
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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} }
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2009 | Conference Paper | LibreCat-ID: 15120
@inproceedings{Fober_Klebe_Hüllermeier_2009, title={Efficient construction of multiple geometrical alignments for the comparison of protein binding sites}, booktitle={in Proceedings ISDA-2009, 9th international Conference on Intelligent Systems Design and Applications, Pisa, Italy}, author={Fober, T. and Klebe, G. and Hüllermeier, Eyke}, year={2009}, pages={1251–1256} }
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2009 | Conference Paper | LibreCat-ID: 15194
@inproceedings{Boukhris_Elouedi_Fober_Mernberger_Hüllermeier_2009, title={Similarity analysis of protein binding sites: A generalization of the maximum common subgraph measure based on quasi-clique detection}, booktitle={In Proceedings IDA-2009, 9th International Symposium on Intelligent Data Analysis, Pisa / Italy}, author={Boukhris, I. and Elouedi, Z. and Fober, T. and Mernberger, M. and Hüllermeier, Eyke}, year={2009}, pages={1245–1250} }
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2009 | Conference Paper | LibreCat-ID: 15195
@inproceedings{Fober_Hüllermeier_2009, title={Fuzzy modeling of labeled point cloud superposition  for the comparison of protein binding sites}, booktitle={in Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal}, author={Fober, T. and Hüllermeier, Eyke}, year={2009}, pages={1299–1304} }
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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} }
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2009 | Journal Article | LibreCat-ID: 16154
@article{Weskamp_Hüllermeier_Klebe_2009, title={Merging chemical and biological space: Structural mapping of enzyme binding pocket space}, volume={76}, number={2}, journal={Proteins}, author={Weskamp, N. and Hüllermeier, Eyke and Klebe, G.}, year={2009}, pages={317–330} }
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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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2009 | Journal Article | LibreCat-ID: 16159
@article{Hüllermeier_Vanderlooy_2009, title={Why fuzzy decision trees are good rankers}, volume={17}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, author={Hüllermeier, Eyke and Vanderlooy, S.}, year={2009}, pages={1233–1244} }
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2009 | Journal Article | LibreCat-ID: 16161
@article{Yi_Fober_Hüllermeier_2009, title={Fuzzy operator trees for modeling rating functions}, volume={8}, number={4}, journal={International Journal of Computational Intelligence and Applications}, author={Yi, Y. and Fober, T. and Hüllermeier, Eyke}, year={2009}, pages={413–428} }
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2009 | Journal Article | LibreCat-ID: 16162
@article{Fober_Mernberger_Klebe_Hüllermeier_2009, title={Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules}, volume={25}, number={16}, journal={Bioinformatics}, author={Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}, year={2009}, pages={2110–2117} }
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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 | Journal Article | LibreCat-ID: 16165
@article{Hüllermeier_Vladimirskiy_Prados Suarez_Stauch_2009, title={Supporting case-based retrieval by similarity skylines: Basic concepts and extensions}, volume={1}, number={09}, journal={Künstliche Intelligenz}, author={Hüllermeier, Eyke and Vladimirskiy, I. and Prados Suarez, B. and Stauch, E.}, year={2009}, pages={24–29} }
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2009 | Book Chapter | LibreCat-ID: 10188
@inbook{Hüllermeier_2009, title={On the usefulness of fuzzy sets in data mining}, booktitle={Views on Fuzzy Sets and Systems from Different Perspectives: Philosophy and Logic, Criticisms and Applications}, publisher={Springer}, author={Hüllermeier, Eyke}, editor={Seising, R.Editor}, year={2009}, pages={457–470} }
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: 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} }
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2009 | Conference Paper | LibreCat-ID: 13598
@inproceedings{Cheng_Hüllermeier_2009, title={A new instance-based label ranking approach using the Mallows model. In Advances in Neural Networks}, number={LNCS 5551}, booktitle={in Proceedings 6th International Symposium on Neural Networks, Wuhan, China}, publisher={Springer}, author={Cheng, W. and Hüllermeier, Eyke}, year={2009}, pages={707–716} }
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2008 | Conference Paper | LibreCat-ID: 15779
@inproceedings{Hüllermeier_Vanderlooy_2008, title={Weighted voting as approximate MAP prediction in pairwise classification}, booktitle={In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany}, author={Hüllermeier, Eyke and Vanderlooy, S.}, year={2008}, pages={34–41} }
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2008 | Conference Paper | LibreCat-ID: 15780
@inproceedings{Fober_Hüllermeier_Mernberger_2008, title={Evolutionary construction of multiple graph alignments for mining structured biomolecular data }, booktitle={In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany}, author={Fober, T. and Hüllermeier, Eyke and Mernberger, M.}, year={2008}, pages={27–33} }
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2008 | Conference Paper | LibreCat-ID: 15781
@inproceedings{Fober_Hüllermeier_Mernberger_2008, title={Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules}, booktitle={iIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008}, author={Fober, T. and Hüllermeier, Eyke and Mernberger, M.}, editor={Beyer, A. and Schroeder, M.Editors}, year={2008}, pages={44–53} }
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2008 | Journal Article | LibreCat-ID: 16164
@article{Hühn_Hüllermeier_2008, title={Is an ordinal class structure useful in classifier learning?}, volume={1}, number={1}, journal={International Journal of Data Mining, Modeling and Management }, author={Hühn, J. and Hüllermeier, Eyke}, year={2008}, pages={45–67} }
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2008 | Journal Article | LibreCat-ID: 16166
@article{Hüllermeier_Fürnkranz_Cheng_Brinker_2008, title={Label ranking by learning pairwise preferences}, volume={172}, journal={Artificial Intelligence}, author={Hüllermeier, Eyke and Fürnkranz, J. and Cheng, W. and Brinker, K.}, year={2008}, pages={1897–1917} }
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2008 | Journal Article | LibreCat-ID: 16167
@article{Vanderlooy_Hüllermeier_2008, title={A critical analysis of variants of the AUC}, volume={72}, journal={Machine Learning}, author={Vanderlooy, S. and Hüllermeier, Eyke}, year={2008}, pages={247–272} }
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2008 | Journal Article | LibreCat-ID: 16168
@article{Fürnkranz_Hüllermeier_Mencia_Brinker_2008, title={Multilabel classification via calibrated label ranking}, volume={73}, number={2}, journal={Machine Learning}, author={Fürnkranz, J. and Hüllermeier, Eyke and Mencia, E. and Brinker, K.}, year={2008}, pages={133–153} }
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2008 | Journal Article | LibreCat-ID: 16169
@article{Hüllermeier_Brinker_2008, title={Learning valued preference structures for solving classification problems}, volume={159}, number={18}, journal={Fuzzy Sets and Systems}, author={Hüllermeier, Eyke and Brinker, K.}, year={2008}, pages={2337–2352} }
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2008 | Journal Article | LibreCat-ID: 16184
@article{Beringer_Hüllermeier_2008, title={Case-based learning in a bipolar possibilistic framework}, volume={23}, number={10}, journal={International Journal of Intelligent Systems}, author={Beringer, J. and Hüllermeier, Eyke}, year={2008}, pages={1119–1134} }
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2008 | Book Chapter | LibreCat-ID: 16225
@inbook{Hüllermeier_2008, title={Granular computing in machine learning and data mining}, booktitle={Handbook on Granular Computing}, publisher={John Wiley and Sons}, author={Hüllermeier, Eyke}, editor={Pedrycz, W. and Skowron, A. and Kreinovich, V.Editors}, year={2008}, pages={889–906} }
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