@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}}, }