@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}}, } @inproceedings{15119, author = {{Senge, Robin and Hüllermeier, Eyke}}, booktitle = {{in Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain}}, title = {{{Pattern trees for regression and fuzzy systems modeling}}}, year = {{2010}}, } @article{16121, author = {{Pfeffer, P. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}}, journal = {{Journal of Chemical Information and Modeling}}, number = {{9}}, pages = {{1644--1659}}, title = {{{GARLig: A fully automated tool for subset selection of large fragment spaces via a self-adaptive genetic algorithm}}}, volume = {{50}}, year = {{2010}}, } @article{16151, author = {{Hüllermeier, Eyke and Vanderlooy, S.}}, journal = {{Pattern Recognition}}, number = {{1}}, pages = {{128--142}}, title = {{{Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting}}}, volume = {{43}}, year = {{2010}}, } @article{16152, author = {{Hüllermeier, Eyke and Fürnkranz, J.}}, journal = {{Journal of Computer and System Sciences}}, number = {{1}}, pages = {{49--62}}, title = {{{On predictive accuracy and risk minimization in pairwise label ranking}}}, volume = {{76}}, year = {{2010}}, } @inproceedings{13589, author = {{Dembczynski, K. and Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}}, editor = {{Fürnkranz, J. and Joachims, T.}}, pages = {{279--286}}, title = {{{Bayes optimal multilabel classification via probalistic classifier chains}}}, year = {{2010}}, } @inproceedings{13590, author = {{Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}}, editor = {{Fürnkranz, J. and Joachims, T.}}, pages = {{215--222}}, title = {{{Label ranking based on the Plackett-Luce model}}}, year = {{2010}}, } @inproceedings{13591, author = {{Cheng, W. and Dembczynski, K. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel}}, editor = {{Fürnkranz, J. and Joachims, T.}}, title = {{{Graded multi-label classification: The ordinal case}}}, year = {{2010}}, } @inproceedings{13593, author = {{Dembczynski, K. and Waegeman, W. and Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain}}, title = {{{Regret analysis for performance metrics in multi-label classification: The case of Hamming and subset zero-one loss}}}, year = {{2010}}, } @inproceedings{13594, author = {{Cheng, W. and Rademaker, M. and De Beats, B. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain}}, title = {{{Predicting partial orders: Ranking with abstention}}}, year = {{2010}}, } @inproceedings{13597, author = {{Hüllermeier, Eyke}}, booktitle = {{in Proceedings SUM 2010, International Conference on Scalable Uncertainty Management }}, number = {{LNCS}}, pages = {{16--19}}, publisher = {{Springer}}, title = {{{Uncertainty in clustering and classification }}}, volume = {{6379}}, year = {{2010}}, } @inproceedings{15773, author = {{Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings MLD-2009 1st International Workshop on Learning from Multi-Label Data, Bled, Slovenia}}, pages = {{28--38}}, title = {{{A simple instance-based approach to multilabel classification using the Mallows model}}}, year = {{2009}}, } @inproceedings{15774, author = {{Senge, Robin and Hüllermeier, Eyke}}, booktitle = {{in Proceedings 19th Workshop Computational Intelligence, Dortmund Germany}}, editor = {{Hoffmann, F. and Hüllermeier, Eyke}}, pages = {{22--33}}, publisher = {{KIT Scientific Publishing}}, title = {{{Learning pattern tree classifiers using a co-evolutionary algorithm}}}, year = {{2009}}, } @inproceedings{15775, author = {{Fober, T. and Mernberger, M. and Moritz, R. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings GCB-2009 German Conference on Bioinformatics Halle (Saale), Germany}}, editor = {{Grosse, I. and Neumann, S. and Posch, S. and Schreiber, F. and Stadler, P..}}, pages = {{21--31}}, title = {{{Graph-kernels for the comparative analysis of protein active sites}}}, year = {{2009}}, } @inproceedings{15776, author = {{Senge, Robin and Hüllermeier, Eyke}}, booktitle = {{In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany}}, pages = {{105--110}}, title = {{{Learning pattern tree classifiers using a co-evolutionary algorithm}}}, year = {{2009}}, } @inproceedings{15778, author = {{Fober, T. and Mernberger, M. and Melnikov, Vitaly and Moritz, R. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Darmstadt, Germany}}, pages = {{30--36}}, title = {{{Extension and empirical comparison of graph-kernels for the analysis of protein active sites}}}, year = {{2009}}, } @inproceedings{15120, author = {{Fober, T. and Klebe, G. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ISDA-2009, 9th international Conference on Intelligent Systems Design and Applications, Pisa, Italy}}, pages = {{1251--1256}}, title = {{{Efficient construction of multiple geometrical alignments for the comparison of protein binding sites}}}, year = {{2009}}, } @inproceedings{15194, author = {{Boukhris, I. and Elouedi, Z. and Fober, T. and Mernberger, M. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings IDA-2009, 9th International Symposium on Intelligent Data Analysis, Pisa / Italy}}, pages = {{1245--1250}}, title = {{{Similarity analysis of protein binding sites: A generalization of the maximum common subgraph measure based on quasi-clique detection}}}, year = {{2009}}, } @inproceedings{15195, author = {{Fober, T. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings IFSA / EUSFLAT-2009 World Congress of the Fuzzy Systems Association, Lissabon, Portugal}}, pages = {{1299--1304}}, title = {{{Fuzzy modeling of labeled point cloud superposition for the comparison of protein binding sites}}}, year = {{2009}}, } @inproceedings{15196, author = {{Hüllermeier, Eyke and Rifqi, M.}}, booktitle = {{in Proceedings IFSA / EUSFLAT-2009 World Congress of the Fuzzy Systems Association, Lissabon, Portugal}}, pages = {{1294--1298}}, title = {{{A fuzzy variant of the Rand index for comparing clustering structures}}}, year = {{2009}}, } @article{16154, author = {{Weskamp, N. and Hüllermeier, Eyke and Klebe, G.}}, journal = {{Proteins}}, number = {{2}}, pages = {{317--330}}, title = {{{Merging chemical and biological space: Structural mapping of enzyme binding pocket space}}}, volume = {{76}}, year = {{2009}}, } @article{16158, author = {{Hühn, J. and Hüllermeier, Eyke}}, journal = {{Data Mining and Knowledge Discovery }}, pages = {{293--319}}, title = {{{FURIA: An Algorithm for unordered fuzzy rule induction}}}, volume = {{19}}, year = {{2009}}, } @article{16159, author = {{Hüllermeier, Eyke and Vanderlooy, S.}}, journal = {{IEEE Transactions on Fuzzy Systems}}, number = {{6}}, pages = {{1233--1244}}, title = {{{Why fuzzy decision trees are good rankers}}}, volume = {{17}}, year = {{2009}}, } @article{16161, author = {{Yi, Y. and Fober, T. and Hüllermeier, Eyke}}, journal = {{International Journal of Computational Intelligence and Applications}}, number = {{4}}, pages = {{413--428}}, title = {{{Fuzzy operator trees for modeling rating functions}}}, volume = {{8}}, year = {{2009}}, } @article{16162, author = {{Fober, T. and Mernberger, M. and Klebe, G. and Hüllermeier, Eyke}}, journal = {{Bioinformatics}}, number = {{16}}, pages = {{2110--2117}}, title = {{{Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules}}}, volume = {{25}}, year = {{2009}}, } @article{16163, author = {{Hühn, J. and Hüllermeier, Eyke}}, journal = {{IEEE Transactions on Fuzzy Systems}}, number = {{1}}, pages = {{138--149}}, title = {{{FR3: A fuzzy rule learner for inducing reliable classifiers}}}, volume = {{17}}, year = {{2009}}, } @article{16165, author = {{Hüllermeier, Eyke and Vladimirskiy, I. and Prados Suarez, B. and Stauch, E.}}, journal = {{Künstliche Intelligenz}}, number = {{09}}, pages = {{24--29}}, title = {{{Supporting case-based retrieval by similarity skylines: Basic concepts and extensions}}}, volume = {{1}}, year = {{2009}}, } @inbook{10188, author = {{Hüllermeier, Eyke}}, booktitle = {{Views on Fuzzy Sets and Systems from Different Perspectives: Philosophy and Logic, Criticisms and Applications}}, editor = {{Seising, R.}}, pages = {{457--470}}, publisher = {{Springer}}, title = {{{On the usefulness of fuzzy sets in data mining}}}, year = {{2009}}, } @inproceedings{13595, author = {{Cheng, W. and Hühn, J. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada}}, pages = {{161--168}}, title = {{{Decision tree and instance-based learning for label ranking}}}, year = {{2009}}, } @inproceedings{13596, author = {{Fürnkranz, J. and Hüllermeier, Eyke and Vanderlooy, S.}}, booktitle = {{In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia}}, title = {{{Binary decomposition methods for multipartite ranking}}}, year = {{2009}}, } @inproceedings{13598, author = {{Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings 6th International Symposium on Neural Networks, Wuhan, China}}, number = {{LNCS 5551}}, pages = {{707--716}}, publisher = {{Springer}}, title = {{{A new instance-based label ranking approach using the Mallows model. In Advances in Neural Networks}}}, year = {{2009}}, } @inproceedings{15779, author = {{Hüllermeier, Eyke and Vanderlooy, S.}}, booktitle = {{In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany}}, pages = {{34--41}}, title = {{{Weighted voting as approximate MAP prediction in pairwise classification}}}, year = {{2008}}, } @inproceedings{15780, author = {{Fober, T. and Hüllermeier, Eyke and Mernberger, M.}}, booktitle = {{In Proceedings Workshop LWA-2008, Lernen-Wissensentdeckung-Adaptivität, Würzburg, Germany}}, pages = {{27--33}}, title = {{{Evolutionary construction of multiple graph alignments for mining structured biomolecular data }}}, year = {{2008}}, } @inproceedings{15781, author = {{Fober, T. and Hüllermeier, Eyke and Mernberger, M.}}, booktitle = {{iIn Proceedings GCB-2008, Germany Conference on Bioinformatics, Dresden 2008}}, editor = {{Beyer, A. and Schroeder, M.}}, pages = {{44--53}}, title = {{{Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules}}}, year = {{2008}}, } @article{16164, author = {{Hühn, J. and Hüllermeier, Eyke}}, journal = {{International Journal of Data Mining, Modeling and Management }}, number = {{1}}, pages = {{45--67}}, title = {{{Is an ordinal class structure useful in classifier learning?}}}, volume = {{1}}, year = {{2008}}, } @article{16166, author = {{Hüllermeier, Eyke and Fürnkranz, J. and Cheng, W. and Brinker, K.}}, journal = {{Artificial Intelligence}}, pages = {{1897--1917}}, title = {{{Label ranking by learning pairwise preferences}}}, volume = {{172}}, year = {{2008}}, } @article{16167, author = {{Vanderlooy, S. and Hüllermeier, Eyke}}, journal = {{Machine Learning}}, pages = {{247--272}}, title = {{{A critical analysis of variants of the AUC}}}, volume = {{72}}, year = {{2008}}, } @article{16168, author = {{Fürnkranz, J. and Hüllermeier, Eyke and Mencia, E. and Brinker, K.}}, journal = {{Machine Learning}}, number = {{2}}, pages = {{133--153}}, title = {{{Multilabel classification via calibrated label ranking}}}, volume = {{73}}, year = {{2008}}, } @article{16169, author = {{Hüllermeier, Eyke and Brinker, K.}}, journal = {{Fuzzy Sets and Systems}}, number = {{18}}, pages = {{2337--2352}}, title = {{{Learning valued preference structures for solving classification problems}}}, volume = {{159}}, year = {{2008}}, } @article{16184, author = {{Beringer, J. and Hüllermeier, Eyke}}, journal = {{International Journal of Intelligent Systems}}, number = {{10}}, pages = {{1119--1134}}, title = {{{Case-based learning in a bipolar possibilistic framework}}}, volume = {{23}}, year = {{2008}}, } @inbook{16225, author = {{Hüllermeier, Eyke}}, booktitle = {{Handbook on Granular Computing}}, editor = {{Pedrycz, W. and Skowron, A. and Kreinovich, V.}}, pages = {{889--906}}, publisher = {{John Wiley and Sons}}, title = {{{Granular computing in machine learning and data mining}}}, year = {{2008}}, } @inbook{10154, author = {{Hüllermeier, Eyke}}, booktitle = {{Encyclopedia of Data Warehousing and Mining - Second Edition}}, pages = {{907--912}}, publisher = {{Idea Group, Inc.,Hershey, USA}}, title = {{{Fuzzy methods in data mining}}}, year = {{2008}}, } @inbook{10185, author = {{Hüllermeier, Eyke and Fürnkranz, J.}}, booktitle = {{Preferences and Similarities}}, editor = {{Della Riccia, G. and Dubois, D. and Kruse, R. and Lenz, H.J.}}, pages = {{283--304}}, publisher = {{Springer}}, title = {{{Learning preference models from data: On the problem of label ranking and its variants}}}, year = {{2008}}, } @inproceedings{13599, author = {{Hüllermeier, Eyke and Vladimirskiy, I. and Prados Suarez, B. and Stauch, E.}}, booktitle = {{in Proceedings ECCBR-2008 9th European Conference on Case-Based Reasoning, Trier, Germany}}, editor = {{Althoff, K.D. and Bergmann, R. and Minor, M. and Hanft, A.}}, number = {{LNAI 5239}}, pages = {{240--254}}, title = {{{Supporting case-based retrieval by similarity skylines: Basic concepts and extensions}}}, year = {{2008}}, } @inproceedings{13600, author = {{Cheng, W. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings ECCBR-2008 9th European Conference on Case-Based Reasoning, Trier, Germany}}, editor = {{Althoff, K.D. and Bergmann, R. and Minor, M. and Hanft, A.}}, number = {{LNAI 5239}}, pages = {{120--134}}, publisher = {{Springer}}, title = {{{Learning similarity functions from qualitative feedback}}}, year = {{2008}}, } @inproceedings{15782, author = {{Cheng, W. and Hüllermeier, Eyke and Seeger, B. and Vladimirskiy, I.}}, booktitle = {{In Proceedings Workshop LWA-2007, Lernen-Wissensentdeckung-Adaptivität, Halle/Saale, Germany}}, pages = {{141--148}}, title = {{{Interactive ranking of skylines using machine learning techniques}}}, year = {{2007}}, } @inproceedings{15783, author = {{Fober, T. and Hüllermeier, Eyke and Mernberger, M.}}, booktitle = {{in Proceedings 17th Workshop Computational Intelligence, Dortmund Germany}}, editor = {{Mikut, R. and Reischl, M.}}, pages = {{1--14}}, title = {{{Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules}}}, year = {{2007}}, } @inproceedings{15784, author = {{Vladimirskiy, I. and Hüllermeier, Eyke and Stauch, E.}}, booktitle = {{In Workshop Proceedings from ICCBR-2007 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland}}, editor = {{Wilson, D.C. and Khemani, D.}}, pages = {{31--40}}, title = {{{Similarity search over uncertain archaeological data using a modified skyline operator}}}, year = {{2007}}, } @inproceedings{14832, author = {{Hüllermeier, Eyke and Fürnkranz, J.}}, booktitle = {{In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, September 2007}}, publisher = {{Springer}}, title = {{{On minimizing the position error in label ranking}}}, year = {{2007}}, } @inproceedings{14833, author = {{Brinker, K. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland}}, editor = {{Richter, M. and Weber, R.}}, pages = {{77--91}}, publisher = {{Springer}}, title = {{{Label ranking in case-based reasoning}}}, volume = {{4626}}, year = {{2007}}, } @inproceedings{14834, author = {{Beringer, J. and Hüllermeier, Eyke}}, booktitle = {{In Proceedings ICDM-2007, International Conference on Industrial Data Mining, Leipzig}}, editor = {{Perner, P.}}, pages = {{34--48}}, publisher = {{Springer}}, title = {{{Efficient instance-based learning on data streams}}}, year = {{2007}}, } @inproceedings{14835, author = {{Brinker, K. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings IJCAI-07, 20th international Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007}}, pages = {{701--707}}, title = {{{Case-based multilabel ranking}}}, year = {{2007}}, } @inproceedings{15197, author = {{Hüllermeier, Eyke and Brinker, K.}}, booktitle = {{in Proceedings EUSFLAT-2007 5th International Conference on the European Society for Fuzzy Logic and Technology, Ostrava, Czech Republic}}, pages = {{353--360}}, title = {{{Fuzzy-relational classificaton : Combining pairwise decomposition techniques with fuzzy preference modeling}}}, volume = {{1}}, year = {{2007}}, } @inproceedings{15198, author = {{Beringer, J. and Hüllermeier, Eyke}}, booktitle = {{in Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems}}, title = {{{Adaptive optimization of the number of clusters in fuzzy clustering, London 2007}}}, year = {{2007}}, } @inproceedings{15199, author = {{Hüllermeier, Eyke and Weskamp, N. and Klebe, G. and Kuhn, D.}}, booktitle = {{in Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, London}}, title = {{{Graph alignment: Fuzzy pattern mining for the structural analysis of protein active sites}}}, year = {{2007}}, } @article{16170, author = {{Hüllermeier, Eyke and Yi, Y.}}, journal = {{IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics}}, number = {{4}}, pages = {{1039--1043}}, title = {{{In defense of fuzzy association analysis}}}, volume = {{37}}, year = {{2007}}, } @article{16171, author = {{Hüllermeier, Eyke}}, journal = {{IEEE Transactions on Knowledge and Data Engineering}}, number = {{5}}, pages = {{847--858}}, title = {{{Credible case-based inference using similarity profiles}}}, volume = {{19}}, year = {{2007}}, } @article{16172, author = {{Beringer, J. and Hüllermeier, Eyke}}, journal = {{Intelligent Data Analysis}}, number = {{6}}, pages = {{627--650}}, title = {{{Efficient instance-based learning on data streams}}}, volume = {{11}}, year = {{2007}}, } @article{16175, author = {{Dubois, D. and Hüllermeier, Eyke}}, journal = {{International Journal of Approximate Reasoning}}, number = {{2}}, pages = {{364--385}}, title = {{{Comparing probability measures using possibility theory: A notion of relative peakedness}}}, volume = {{45}}, year = {{2007}}, } @article{16179, author = {{Weskamp, N. and Hüllermeier, Eyke and Kuhn, D. and Klebe, G.}}, journal = {{IEEE/ACM Transactions of Computational Biology and Bioinformatics}}, number = {{2}}, pages = {{310--320}}, title = {{{Multiple graph aligment for the structural analysis of protein active sites}}}, volume = {{4}}, year = {{2007}}, } @article{16194, author = {{Karimi, I. and Hüllermeier, Eyke}}, journal = {{Fuzzy Sets and Systems}}, number = {{9}}, pages = {{987--999}}, title = {{{Risk assessment for natural hazards: A new approach based on fuzzy probability}}}, volume = {{158}}, year = {{2007}}, }