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402 Publications


2014 | Journal Article | LibreCat-ID: 16083
@article{Donner-Banzhoff_Haasenritter_Hüllermeier_Viniol_Bösner_Becker_2014, title={The comprehensive diagnostic study is suggested as a design to model the diagnostic process}, volume={2}, number={67}, journal={Journal of Clinical Epidemiology}, author={Donner-Banzhoff, N. and Haasenritter, J. and Hüllermeier, Eyke and Viniol, A. and Bösner, S. and Becker, A.}, year={2014}, pages={124–132} }
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2014 | Conference Paper | LibreCat-ID: 10295
@inproceedings{Fürnkranz_Hüllermeier_Rudin_Slowinski_Sanner_2014, title={Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports}, volume={4}, number={3}, author={Fürnkranz, J. and Hüllermeier, Eyke and Rudin, Cynthia and Slowinski, Roman and Sanner, Scott}, year={2014}, pages={1–27} }
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2014 | Journal Article | LibreCat-ID: 10308
@article{Hüllermeier_2014, title={Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1519–1534} }
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2014 | Journal Article | LibreCat-ID: 10310
@article{Strickert_Bunte_Schleif_Hüllermeier_2014, title={Correlation-based embedding of pairwise score data}, volume={141}, journal={Neurocomputing}, author={Strickert, M. and Bunte, K. and Schleif, F.- M. and Hüllermeier, Eyke}, year={2014}, pages={97–109} }
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2014 | Journal Article | LibreCat-ID: 10315
@article{Montanés_Senge_Barranquero_Quevedo_Del Coz_Hüllermeier_2014, title={Dependent binary relevance models for multi-label classification}, volume={47}, number={3}, journal={Pattern Recognition}, author={Montanés, E. and Senge, Robin and Barranquero, J. and Quevedo, J.R. and Del Coz, J.J. and Hüllermeier, Eyke}, year={2014}, pages={1494–1508} }
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2014 | Journal Article | LibreCat-ID: 16046
@article{Agarwal_Fallah Tehrani_Hüllermeier_2014, title={Preference-based learning of ideal solutions in TOPSIS-like decision models}, volume={22}, number={3–4}, journal={Journal of Multi-Criteria Decision Analysis}, author={Agarwal, M. and Fallah Tehrani, A. and Hüllermeier, Eyke}, year={2014} }
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2014 | Journal Article | LibreCat-ID: 16060
@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended graph-based models for enhanced similarity search in Cabase}, volume={11}, number={5}, journal={IEEE/ACM Transactions of Computational Biology and Bioinformatics}, author={Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890} }
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2014 | Journal Article | LibreCat-ID: 16077
@article{Busa-Fekete_Szörenyi_Weng_Cheng_Hüllermeier_2014, title={Preference-based reinforcement learning: evolutionary direct policy search using a preference-based racing algorithm.}, volume={97}, number={3}, journal={Machine Learning}, author={Busa-Fekete, Robert and Szörenyi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014}, pages={327–351} }
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2014 | Journal Article | LibreCat-ID: 10296
@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams: Analyzing temporal events in dynamically changing environments}, volume={24}, number={1}, journal={Applied Mathematics and Computer Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212} }
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2014 | Journal Article | LibreCat-ID: 10309
@article{Hüllermeier_2014, title={Rejoinder on "Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1609–1613} }
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2014 | Journal Article | LibreCat-ID: 10311
@article{Senge_Bösner_Dembczynski_Haasenritter_Hirsch_Donner-Banzhoff_Hüllermeier_2014, title={Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty}, volume={255}, journal={Information Sciences}, author={Senge, Robin and Bösner, S. and Dembczynski, K. and Haasenritter, J. and Hirsch, O. and Donner-Banzhoff, N. and Hüllermeier, Eyke}, year={2014}, pages={16–29} }
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2014 | Journal Article | LibreCat-ID: 10316
@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, Ammar and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }
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2014 | Conference Paper | LibreCat-ID: 10253
@inproceedings{Schäfer_Hüllermeier_2014, title={Dyad Ranking Using A Bilinear Plackett-Luce Model}, booktitle={Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2014}, pages={32–33} }
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2014 | Journal Article | LibreCat-ID: 16078
@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, A. and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }
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2014 | Journal Article | LibreCat-ID: 16080
@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams: Analyzing temporal events in dynamically changing environments}, volume={24}, number={1}, journal={International Journal of Applied Mathematics and Computer Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212} }
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2014 | Conference Paper | LibreCat-ID: 457
@inproceedings{Jungmann_Mohr_Kleinjohann_2014, title={Applying Reinforcement Learning for Resolving Ambiguity in Service Composition}, DOI={10.1109/SOCA.2014.48}, booktitle={Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA)}, author={Jungmann, Alexander and Mohr, Felix and Kleinjohann, Bernd }, year={2014}, pages={105–112} }
LibreCat | Files available | DOI
 

2013 | Conference Paper | LibreCat-ID: 13190
@inproceedings{Shaker_Hüllermeier_2013, title={Recovery analysis for adaptive learning from non-stationary data streams}, booktitle={in Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland}, publisher={Springer}, author={Shaker, Ammar and Hüllermeier, Eyke}, editor={Burduk, R. and Jackowski, K. and Kurzynski, M. and Wozniak, W. and Zolnierek, A.Editors}, year={2013}, pages={289–298} }
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2013 | Conference Paper | LibreCat-ID: 13119
@inproceedings{Henzgen_Strickert_Hüllermeier_2013, title={Rule chains for visualizing evolving fuzzy rule-based systems}, booktitle={in Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland}, publisher={Springer}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, editor={Burduk, R. and Jackowski, K. and Kurzynski, M. and Wozniak, M. and Zolnierek, A.Editors}, year={2013}, pages={279–288} }
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2013 | Journal Article | LibreCat-ID: 16081
@article{Bösner_Bönisch_Haasenritter _Schlegel_Hüllermeier_Donner-Banzhoff_2013, title={Chest pain in primary care: is the localization of pain diagnostically helpful in the critical evaluation of patients? A cross sectional study. }, volume={14}, number={1}, journal={BMC Family Practice}, author={Bösner, S. and Bönisch, K. and Haasenritter , J. and Schlegel, P. and Hüllermeier, Eyke and Donner-Banzhoff, N.}, year={2013}, pages={154–162} }
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2013 | Journal Article | LibreCat-ID: 16086
@article{Haasenritter_Viniol_Becker_Bösner_Hüllermeier_Senge_Donner-Banzhoff_2013, title={Diagnose im Kontext - eine erweiterte Perspektive}, volume={107}, journal={Zeitschrift für Evidenz, Fortbildung und Qualität im Gesundheitswesen (ZEFQ)}, author={Haasenritter, J. and Viniol, A. and Becker, A. and Bösner, S. and Hüllermeier, Eyke and Senge, Robin and Donner-Banzhoff, N.}, year={2013}, pages={585–591} }
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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} }
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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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
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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} }
LibreCat
 

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} }
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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} }
LibreCat
 

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} }
LibreCat
 

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} }
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} }
LibreCat
 

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} }
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} }
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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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} }
LibreCat
 

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