@article{16081, author = {{Bösner, S. and Bönisch, K. and Haasenritter , J. and Schlegel, P. and Hüllermeier, Eyke and Donner-Banzhoff, N.}}, journal = {{BMC Family Practice}}, number = {{1}}, pages = {{154--162}}, 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}}, year = {{2013}}, } @article{16086, author = {{Haasenritter, J. and Viniol, A. and Becker, A. and Bösner, S. and Hüllermeier, Eyke and Senge, Robin and Donner-Banzhoff, N.}}, journal = {{Zeitschrift für Evidenz, Fortbildung und Qualität im Gesundheitswesen (ZEFQ)}}, pages = {{585--591}}, title = {{{Diagnose im Kontext - eine erweiterte Perspektive}}}, volume = {{107}}, year = {{2013}}, } @article{16123, author = {{Shaker, A. and Senge, R. and Hüllermeier, Eyke}}, journal = {{Information Sciences}}, pages = {{34--45}}, title = {{{Evolving fuzzy pattern trees for binary classification on data streams}}}, volume = {{220}}, year = {{2013}}, } @inproceedings{13115, author = {{Szarvas, G. and Busa-Fekete, Robert and Hüllermeier, Eyke}}, booktitle = {{In Proceedings EMNLP-2013 Conference on Empirical Methods in Natural Language Processing, Seattle, USA}}, title = {{{Learning to rank lexical substitutions}}}, year = {{2013}}, } @inproceedings{13116, author = {{Dembczynski, K. and Jachnik, A. and Kotlowski, W. and Waegeman, W. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA}}, editor = {{Dasgupta, S. and McAllester, D.}}, pages = {{1130--1138}}, title = {{{Optimizing the F-measure in multi-label classification: Plug-in rule approach versus structured loss minimization}}}, year = {{2013}}, } @inproceedings{13117, author = {{Busa-Fekete, Robert and Szoreny, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA}}, editor = {{Dasgupta, S. and McAllester, D.}}, pages = {{1094--1102}}, title = {{{Top-k selection based on adaptive sampling of noisy preferences}}}, year = {{2013}}, } @inproceedings{13118, author = {{Hüllermeier, Eyke and Cheng, W.}}, booktitle = {{in Proceedings IJCAI-13, 23rd international Joint Conference on Artificial Intelligence, Beijing, China}}, editor = {{Rossi, F.}}, pages = {{3012--3016}}, publisher = {{AAAI Press}}, title = {{{Preference-based CBR: General ideas and basic principles}}}, year = {{2013}}, } @inproceedings{13119, author = {{Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland}}, editor = {{Burduk, R. and Jackowski, K. and Kurzynski, M. and Wozniak, M. and Zolnierek, A.}}, pages = {{279--288}}, publisher = {{Springer}}, title = {{{Rule chains for visualizing evolving fuzzy rule-based systems}}}, year = {{2013}}, } @inproceedings{13190, author = {{Shaker, Ammar and Hüllermeier, Eyke}}, booktitle = {{in Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland}}, editor = {{Burduk, R. and Jackowski, K. and Kurzynski, M. and Wozniak, W. and Zolnierek, A.}}, pages = {{289--298}}, publisher = {{Springer}}, title = {{{Recovery analysis for adaptive learning from non-stationary data streams}}}, year = {{2013}}, } @inproceedings{15299, author = {{Leinweber, M. and Baumgärtner, L. and Mernberger, M. and Fober, T. and Hüllermeier, Eyke and Klebe, G. and Freisleben, B.}}, booktitle = {{in Proceedings IEEE Conference on Digital Ecosystem Technologies-Complex Environment Engineering Campione d`Italia, Italy}}, title = {{{GPU-based cloud computing for comparing the structure of protein binding sites}}}, year = {{2012}}, } @inbook{15396, author = {{Hüllermeier, Eyke and Fallah Tehrani, A.}}, booktitle = {{Computational Intelligence in Intelligent Data Analysis}}, editor = {{Moewes, C. and Nürnberger, A.}}, pages = {{17--30}}, publisher = {{Springer}}, title = {{{Efficient learning of classifiers based on the 2-additive Choquet integral}}}, year = {{2012}}, } @inproceedings{15754, author = {{Bräuning, M. and Hüllermeier, Eyke}}, booktitle = {{In Workshops on Preference Learning at ECAI, European Conference on Artiticial intelligence, Montpellier, France}}, title = {{{Learning conditional lexicographic preference trees}}}, year = {{2012}}, } @inproceedings{15114, author = {{Hüllermeier, Eyke and Fallah Tehrani, A.}}, booktitle = {{In Proceedings IPMU-2012 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy}}, title = {{{On the VC dimension of the Choquet integral}}}, year = {{2012}}, } @article{16084, author = {{Fallah Tehrani, A. and Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}}, journal = {{Machine Learning}}, number = {{1}}, pages = {{183--211}}, title = {{{Learning monotone nonlinear models using the Choquet integral}}}, volume = {{89}}, year = {{2012}}, } @article{16085, author = {{Bustince, H. and Pagola, M. and Mesiar, R. and Hüllermeier, Eyke and Herrera, F.}}, journal = {{IEEE Transactions on Fuzzy Systems}}, number = {{3}}, pages = {{405--415}}, title = {{{Grouping, overlap and generalized bientropic functions for fuzzy modeling of pairwise comparisons}}}, volume = {{20}}, year = {{2012}}, } @article{16087, author = {{Fürnkranz, J. and Hüllermeier, Eyke and Cheng, W. and Park, S.H.}}, journal = {{Machine Learning}}, number = {{1}}, pages = {{123--156}}, title = {{{Preference-based reinforcement learning: A formal framework and a policy iteration algorithm}}}, volume = {{89}}, year = {{2012}}, } @article{16088, author = {{Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}}, journal = {{Machine Learning}}, number = {{1-2}}, pages = {{5--45}}, title = {{{On label dependence and loss minimization in multi-label classification}}}, volume = {{88}}, year = {{2012}}, } @article{16089, author = {{Shaker, Ammar and Hüllermeier, Eyke}}, journal = {{Evolving Systems}}, number = {{4}}, pages = {{235--249}}, title = {{{IBL Streams: A system for instance-based classification and regression on data streams}}}, volume = {{3}}, year = {{2012}}, } @article{16090, author = {{Dolorez Ruiz, M. and Hüllermeier, Eyke}}, journal = {{Information Sciences}}, pages = {{1--17}}, title = {{{A formal and empirical analysis of the fuzzy gamma rank correlation coefficient}}}, volume = {{206}}, year = {{2012}}, } @article{16091, author = {{Fallah Tehrani, A. and Cheng, W. and Hüllermeier, Eyke}}, journal = {{IEEE Transactions on Fuzzy Systems}}, number = {{6}}, pages = {{1102--1113}}, title = {{{Preference learning using the Choquet integral: The case of multipartite ranking}}}, volume = {{20}}, year = {{2012}}, } @article{16092, author = {{Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}}, journal = {{Molecular Informatics}}, number = {{6-7}}, pages = {{443--452}}, title = {{{Fingerprint kernels for protein structure comparison}}}, volume = {{31}}, year = {{2012}}, } @article{16093, author = {{Hüllermeier, Eyke and Rifqi, M. and Henzgen, Sascha and Senge, Robin}}, journal = {{IEEE Transactions on Fuzzy Systems}}, number = {{3}}, pages = {{546--556}}, title = {{{Comparing fuzzy partitions: A generalization of the Rand index and related measures}}}, volume = {{20}}, year = {{2012}}, } @article{16094, author = {{Senge, Robin and Fober, T. and Nasiri, N. and Hüllermeier, Eyke}}, journal = {{At-Atomatisierungstechnik}}, number = {{10}}, pages = {{622--629}}, title = {{{Fuzzy Pattern Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung}}}, volume = {{60}}, year = {{2012}}, } @inproceedings{13120, author = {{Cheng, W. and Hüllermeier, Eyke and Waegeman, W. and Welker, V.}}, booktitle = {{In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA}}, title = {{{Label ranking with partial abstention based on thresholded probalistic models}}}, year = {{2012}}, } @inproceedings{13191, author = {{Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK}}, title = {{{Probability estimation for mulit-class classification based on label ranking}}}, year = {{2012}}, } @inproceedings{13192, author = {{Dembczynski, K. and Kotlowski, W. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2012, International Conference on Machine Learning, Edinburgh, Scotland}}, editor = {{Langford, J. and Pineau, J.}}, title = {{{Consistent multilabel ranking through univariate loss minimization}}}, year = {{2012}}, } @inproceedings{13193, author = {{Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France }}, pages = {{294--299}}, publisher = {{IOS Press}}, title = {{{An analysis of chaining in multi-label classification}}}, year = {{2012}}, } @inbook{10153, author = {{Hüllermeier, Eyke}}, booktitle = {{Combining Experimentation and Theory}}, editor = {{Trillas, E. and Bonissone, P.P. and Magdalena, L. and Kacprzyk, J.}}, pages = {{123--135}}, publisher = {{Springer}}, title = {{{Fuzzy rules in data mining: From fuzzy associations to gradual dependencies}}}, volume = {{271}}, year = {{2012}}, } @inproceedings{15762, author = {{Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECML Workshop on Collective inference and Learning on Structured Data, Athens, Greece}}, title = {{{Joint mode estimation in multi-label classification by chaining}}}, year = {{2011}}, } @inproceedings{15764, author = {{Mernberger, M. and Moog, D. and Stork, S. and Zauner, S. and Maier, U. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings GCB-2011 German Conference on Bioinformatics Munich, Germany}}, title = {{{Prediction of protein localization for specialized compartments using time series kernels}}}, year = {{2011}}, } @inproceedings{15115, author = {{Nasiri, M. and Hüllermeier, Eyke and Senge, Robin and Lughofer, E.}}, booktitle = {{in Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia}}, pages = {{RW--103--1--6}}, title = {{{Comparing methods for knowledge-driven and data-driven fuzzy modeling: A case study in textile industry}}}, year = {{2011}}, } @inproceedings{15116, author = {{Lughofer, E. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France}}, editor = {{Galichet, S. and Montero, J. and Mauris, G.}}, pages = {{380--387}}, title = {{{On-line redundancy deletion in evolving fuzzy regression models using a fuzzy inclusion measure}}}, year = {{2011}}, } @inproceedings{15117, author = {{Fallah Tehrani, A. and Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-les-Bains, France}}, pages = {{868--875}}, title = {{{Choquistic regression: Generalizing logistic regression using the Choquet integral}}}, year = {{2011}}, } @article{16119, author = {{Hirsch, O. and Bösner, S. and Hüllermeier, Eyke and Senge, R. and Dembczynski, K. and Donner-Banzhoff, N.}}, journal = {{BMC Medical Research Methodology}}, number = {{155}}, title = {{{Multivariate modeling to identify patterns in clinical data: The example of chest pain}}}, volume = {{11}}, year = {{2011}}, } @article{16126, author = {{Domshlak, C. and Hüllermeier, Eyke and Kaci, S. and Prade, H.}}, journal = {{Artificial Intelligence}}, number = {{7-8}}, pages = {{1037--1052}}, title = {{{Preferences in AL: An overview}}}, volume = {{175}}, year = {{2011}}, } @article{16147, author = {{Hüllermeier, Eyke}}, journal = {{WIREs Data Mining and Knowledge Discovery}}, number = {{4}}, pages = {{269--283}}, title = {{{Fuzzy machine learning and data mining}}}, volume = {{1}}, year = {{2011}}, } @article{16148, author = {{Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}}, journal = {{IEEE/ACM Transactions of Computational Biology and Bioinformatics}}, number = {{5}}, pages = {{1330--1343}}, title = {{{SEGA: Semi-global graph alignment for structure-based protein comparison}}}, volume = {{8}}, year = {{2011}}, } @article{16149, author = {{Fober, T. and Glinca, S. and Klebe, G. and Hüllermeier, Eyke}}, journal = {{IEEE/ACM Transactions on Computational Biology and Bioinformatics}}, number = {{6}}, pages = {{1653--1666}}, title = {{{Superposition and alignment of labeled point clouds}}}, volume = {{8}}, year = {{2011}}, } @article{16150, author = {{Hüllermeier, Eyke}}, journal = {{Applied Soft Computing Journal}}, pages = {{1493--1505}}, title = {{{Fuzzy sets in machine learning and data mining}}}, year = {{2011}}, } @article{16153, author = {{Senge, Robin and Hüllermeier, Eyke}}, journal = {{IEEE Transactions on Fuzzy Systems}}, number = {{2}}, pages = {{241--252}}, title = {{{Top-down induction of fuzzy pattern trees}}}, volume = {{19}}, year = {{2011}}, } @inproceedings{13194, author = {{Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain}}, title = {{{An exact algorithm for F-measure maximization}}}, year = {{2011}}, } @inproceedings{13196, author = {{Fürnkranz, J. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings DS-2011, 14th International Conference on Discovery Science, number 6926 in LNAI}}, editor = {{Elomaa, T. and Hollmen, J. and Mannila, H.}}, pages = {{2--17}}, publisher = {{Springer}}, title = {{{Learning from label preferences}}}, year = {{2011}}, } @inproceedings{13197, author = {{Fallah Tehrani, A. and Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece,}}, title = {{{Learning monotone nonlinear models using the Choquet integral}}}, year = {{2011}}, } @inproceedings{13198, author = {{Hüllermeier, Eyke and Schlegel, P.}}, booktitle = {{In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, number 6880 in LNAI}}, editor = {{Ram, A. and Wiratunga, N.}}, pages = {{77--91}}, publisher = {{Springer}}, title = {{{Preference-based CBR: First steps toward a methodological framework}}}, year = {{2011}}, } @inproceedings{13588, author = {{Kotlowski, W. and Dembczynski, K. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA}}, title = {{{Bipartite ranking through minimization of univariate loss}}}, year = {{2011}}, } @inbook{15297, author = {{Hüllermeier, Eyke and Hühn, J.}}, booktitle = {{Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S.Michalski}}, editor = {{Koronacki, J. and Ras, Z.W. and Wierzchon, S.T. and Kacprzyk, J.}}, pages = {{321--344}}, publisher = {{Springer}}, title = {{{An Analysis of the FURIA algorithm for fuzzy rule induction}}}, volume = {{262}}, year = {{2010}}, } @inbook{15298, author = {{Fürnkranz, J. and Hüllermeier, Eyke}}, booktitle = {{Preference Learning}}, editor = {{Fürnkranz, J. and Hüllermeier, Eyke}}, pages = {{1--18}}, publisher = {{Springer}}, title = {{{Preference Learning: An Introduction}}}, year = {{2010}}, } @inproceedings{15765, author = {{Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings GCB-2010 German Conference on Bioinformatics Braunschweig, Germany}}, pages = {{51--60}}, title = {{{Efficient similarity retrieval for protein binding sites based on histogram comparison}}}, year = {{2010}}, } @inproceedings{15772, author = {{Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings MLD-2010, 2nd International Workshop on Learning from Multi-Label Data, Haifa, Israel}}, title = {{{On label dependence in multi-label classification}}}, year = {{2010}}, } @inproceedings{15118, author = {{Fober, T. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain}}, title = {{{Similarity measures for protein structures based on fuzzy histogram comparison}}}, year = {{2010}}, }