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449 Publications
2014 | Journal Article | LibreCat-ID: 16082
@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} }
LibreCat
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} }
LibreCat
2014 | Conference Paper | LibreCat-ID: 10247
@inproceedings{Busa-Fekete_Szörényi_Hüllermeier_2014, title={PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences}, booktitle={Proceedings AAAI 2014, Quebec, Canada}, author={Busa-Fekete, Robert and Szörényi, B. and Hüllermeier, Eyke}, year={2014}, pages={1701–1707} }
LibreCat
2014 | Conference Paper | LibreCat-ID: 10248
@inproceedings{Busa-Fekete_Hüllermeier_2014, title={A Survey of Preference-Based Online Learning with Bandit Algorithms}, booktitle={Proceedings Int. Conf. on Algorithmic Learning Theory (ALT), Bled, Slovenia}, author={Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2014}, pages={18–39} }
LibreCat
2014 | Conference Paper | LibreCat-ID: 10249
@inproceedings{Henzgen_Hüllermeier_2014, title={Mining Rank Data}, booktitle={Proceedings Discovery Science, Bled,Slovenia }, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2014}, pages={123–134} }
LibreCat
2014 | Conference Paper | LibreCat-ID: 10250
@inproceedings{Fallah Tehrani_Strickert_Hüllermeier_2014, title={The Choquet kernel for monotone data}, booktitle={Proceedings ESANN , Bruges, Belgium}, author={Fallah Tehrani, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014} }
LibreCat
2014 | Conference Paper | LibreCat-ID: 10251
@inproceedings{Abdel-Aziz_Strickert_Hüllermeier_2014, title={Learning Solution Similarity in Preference-Based CBR}, booktitle={Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland}, author={Abdel-Aziz, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={17–31} }
LibreCat
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} }
LibreCat
2014 | Conference Paper | LibreCat-ID: 10254
@inproceedings{Calders_Esposito_Hüllermeier_Meo_2014, title={Machine Learning and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France}, booktitle={Proceedings, Parts I-III. Lecture Notes in Computer Science}, publisher={Springer}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={8724–8726} }
LibreCat
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} }
LibreCat
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} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10297
@article{Hoffmann_Hüllermeier_Kroll_2014, title={Ausgewählte Beiträge des GMA-Fachausschusses 5.14}, volume={62}, number={10}, journal={Computational Intelligence Automatisierungstechnik}, author={Hoffmann, F. and Hüllermeier, Eyke and Kroll, A.}, year={2014}, pages={685–686} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10298
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={28}, number={5–6}, journal={Data Min. Knowledge Discovery}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1129–1133} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10299
@article{Henzgen_Strickert_Hüllermeier_2014, title={Visualization of evolving fuzzy rule-based systems}, volume={5}, number={3}, journal={Evolving Systems}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={175–191} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10312
@article{Mernberger_Moog_Stork_Zauner_Maier_Hüllermeier_2014, title={Protein Sub-Cellular Localization Prediction for Special compartments via Optimized Time Series Distances}, volume={12}, number={1}, journal={J. Bioinformatics and Computational Biology}, author={Mernberger, M. and Moog, M. and Stork, S. and Zauner, S. and Maier, U.G. and Hüllermeier, Eyke}, year={2014} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10313
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={97}, number={1–2}, journal={Machine Learning}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1–3} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10314
@article{Busa-Fekete_Szörényi_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 Szörényi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014}, pages={327–351} }
LibreCat
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} }
LibreCat
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} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10317
@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended Graph-Based Models for Enhanced Similarity Search in Cavbase}, volume={11}, number={5}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890} }
LibreCat
2014 | Journal Article | LibreCat-ID: 10318
@article{Stock_Fober_Hüllermeier_Glinca_Klebe_Pahikkala_Airola_De Baets_Wageman_2014, title={Identification of Functionally Releated Enzymes by Learning to Rank Methods}, volume={11}, number={6}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Stock, M. and Fober, T. and Hüllermeier, Eyke and Glinca, S and Klebe, G. and Pahikkala, T. and Airola, A. and De Baets, B. and Wageman, W.}, year={2014}, pages={1157–1169} }
LibreCat
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: 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
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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 | 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: 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} }
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
LibreCat
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} }
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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