@inproceedings{SeldinSAACJ2013, title = {Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments}, author = {Seldin, Y. and Szepesvári, C. and Auer, P. and Abbasi-Yadkori, Y.}, booktitle = {Proceedings of the Tenth European Workshop on Reinforcement Learning }, pages = {103-116}, editors = {MP Deisenroth and C Szepesvári and J Peters}, publisher = {JMLR}, year = {2013}, doi = {} } @inproceedings{TolSel13, title = {PAC-Bayes-Empirical-Bernstein Inequality}, author = {Tolstikhin, I. O. and Seldin, Y.}, booktitle = {Advances in Neural Information Processing Systems 26}, pages = {109--117}, editors = {C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger}, year = {2013}, doi = {}, url = {http://papers.nips.cc/paper/4903-pac-bayes-empirical-bernstein-inequality.pdf} } @inbook{SelSch13, title = {On the Relations and Differences between Popper Dimension, Exclusion Dimension and VC-Dimension}, author = {Seldin, Y. and Sch{\"o}lkopf, B.}, booktitle = {Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik}, pages = {53-57}, chapter = {6}, editors = {Sch{\"o}lkopf, B., Luo, Z. and Vovk, V.}, publisher = {Springer}, year = {2013}, doi = {} } @article{SeldinLCS2012, title = {PAC-Bayesian Inequalities for Martingales }, author = {Seldin, Y. and Laviolette, F. and Cesa-Bianchi, N. and Shawe-Taylor, J. and Auer, P.}, journal = {IEEE Transactions on Information Theory}, volume = {58}, number = {12}, pages = {7086-7093}, month = jun, year = {2012}, doi = {10.1109/TIT.2012.2211334}, month_numeric = {6} } @inproceedings{SeldinCALS2011, title = {PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits}, author = {Seldin, Y. and Cesa-Bianchi, N. and Auer, P. and Laviolette, F. and Shawe-Taylor, J.}, booktitle = {JMLR Workshop and Conference Proceedings 26}, pages = {98-111}, publisher = {JMLR}, address = {Cambridge, MA, USA}, month = apr, year = {2012}, doi = {}, month_numeric = {4} } @talk{Seldin2012, title = {PAC-Bayesian Analysis: A Link Between Inference and Statistical Physics }, author = {Seldin, Y.}, year = {2012}, doi = {} } @talk{SeldinLS2012, title = {PAC-Bayesian Analysis of Supervised, Unsupervised, and Reinforcement Learning }, author = {Seldin, Y. and Laviolette, F. and Shawe-Taylor, J.}, year = {2012}, doi = {} } @talk{SeldinLS2012_2, title = {PAC-Bayesian Analysis and Its Applications}, author = {Seldin, Y. and Laviolette, F. and Shawe-Taylor, J.}, year = {2012}, doi = {} } @inproceedings{SeldinCLASP2011, title = {PAC-Bayesian Analysis of the Exploration-Exploitation Trade-off}, author = {Seldin, Y. and Cesa-Bianchi, N. and Laviolette, F. and Auer, P. and Shawe-Taylor, J. and Peters, J.}, pages = {1-8}, month = jul, year = {2011}, doi = {}, month_numeric = {7} } @techreport{SeldinLSPA2011, title = {PAC-Bayesian Analysis of Martingales and Multiarmed Bandits }, author = {Seldin, Y. and Laviolette, F. and Shawe-Taylor, J. and Peters, J. and Auer, P.}, institution = {Max Planck Institute for Biological Cybernetics, Tübingen, Germany}, month = may, year = {2011}, doi = {}, month_numeric = {5} } @inproceedings{SeldinALSO2011, title = {PAC-Bayesian Analysis of Contextual Bandits }, author = {Seldin, Y. and Auer, P. and Laviolette, F. and Shawe-Taylor, J. and Ortner, R.}, booktitle = {Advances in Neural Information Processing Systems 24}, pages = {1683-1691}, editors = {J Shawe-Taylor and RS Zemel and P Bartlett and F Pereira and KQ Weinberger}, year = {2011}, doi = {} } @article{6383, title = {PAC-Bayesian Analysis of Co-clustering and Beyond}, author = {Seldin, Y. and Tishby, N.}, journal = {Journal of Machine Learning Research}, volume = {11}, pages = {3595-3646}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = dec, year = {2010}, doi = {}, month_numeric = {12} } @techreport{6754, title = {A PAC-Bayesian Analysis of Graph Clustering and Pairwise Clustering}, author = {Seldin, Y.}, organization = {Max-Planck-Gesellschaft}, institution = {Max Planck Institute for Biological Cybernetics, Tübingen, Germany}, school = {Biologische Kybernetik}, month = sep, year = {2010}, doi = {}, month_numeric = {9} } @inproceedings{6556, title = {A PAC-Bayesian Analysis of Co-clustering, Graph Clustering, and Pairwise Clustering}, author = {Seldin, Y.}, journal = {ICML 2010 Workshop on Social Analytics: Learning from human interactions}, pages = {1-5}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = jun, year = {2010}, doi = {}, month_numeric = {6} } @talk{6599, title = {PAC-Bayesian Analysis in Unsupervised Learning}, author = {Seldin, Y.}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = mar, year = {2010}, doi = {}, month_numeric = {3} } @poster{6329, title = {PAC-Bayesian Bounds for Discrete Density Estimation and Co-clustering Analysis}, author = {Seldin, Y. and Tishby, N.}, journal = {Workshop "Foundations and New Trends of PAC Bayesian Learning"}, volume = {2010}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = mar, year = {2010}, doi = {}, month_numeric = {3} } @talk{6608, title = {PAC-Bayesian Approach to Formulation of Clustering Objectives}, author = {Seldin, Y.}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = dec, year = {2009}, doi = {}, month_numeric = {12} } @inproceedings{6308, title = {A PAC-Bayesian Approach to Formulation of Clustering Objectives}, author = {Seldin, Y. and Tishby, N.}, journal = {Proceedings of the NIPS 2009 Workshop "Clustering: Science or Art? Towards Principled Approaches"}, pages = {1-4}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = dec, year = {2009}, doi = {}, month_numeric = {12} } @phdthesis{6574, title = {A PAC-Bayesian Approach to Structure Learning}, author = {Seldin, Y.}, institution = {The Hebrew University of Jerusalem, Israel}, school = {Biologische Kybernetik}, month = sep, year = {2009}, doi = {}, month_numeric = {9} } @inproceedings{6592, title = {PAC-Bayesian Generalization Bound for Density Estimation with Application to Co-clustering}, author = {Seldin, Y. and Tishby, N.}, journal = {In the proceedings of the 12th International Conference on Artificial Intelligence and Statistics (AISTATS 2009)}, booktitle = {JMLR Workshop and Conference Proceedings Volume 5: AISTATS 2009}, pages = {472-479}, publisher = {MIT Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = apr, year = {2009}, doi = {}, month_numeric = {4} } @talk{6601, title = {Multi-Classification by Categorical Features via Clustering}, author = {Seldin, Y.}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = jun, year = {2008}, doi = {}, month_numeric = {6} } @inproceedings{6575, title = {Multi-Classification by Categorical Features via Clustering}, author = {Seldin, Y. and Tishby, N.}, journal = {In the proceedings of the 25th International Conference on Machine Learning (ICML 2008)}, pages = {920-927}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = jun, year = {2008}, doi = {}, month_numeric = {6} } @inproceedings{6576, title = {Information Bottleneck for Non Co-Occurrence Data}, author = {Seldin, Y. and Slonim, N. and Tishby, N.}, journal = {In Advances in Neural Information Processing Systems 19, 2007 (NIPS 2006)}, booktitle = {Advances in Neural Information Processing Systems 19}, pages = {1241-1248}, editors = {Sch{\"o}lkopf, B. , J. Platt, T. Hofmann}, publisher = {MIT Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = sep, year = {2007}, doi = {}, month_numeric = {9} } @inproceedings{6584, title = {Unsupervised Clustering of Images using their Joint Segmentation}, author = {Seldin, Y. and Starik, S. and Werman, M.}, journal = {The 3rd International Workshop on Statistical and Computational Theories of Vision (SCTV 2003)}, pages = {1-24}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, year = {2003}, doi = {} } @thesis{6585, title = {On Unsupervised Learning of Mixtures of Markov Sources}, author = {Seldin, Y.}, institution = {The Hebrew University of Jerusalem, Israel}, school = {Biologische Kybernetik}, year = {2001}, doi = {} } @inproceedings{6586, title = {Unsupervised Segmentation and Classification of Mixtures of Markovian Sources}, author = {Seldin, Y. and Bejerano, G. and Tishby, N.}, journal = {The 33rd Symposium on the Interface of Computing Science and Statistics (Interface 2001 - Frontiers in Data Mining and Bioinformatics)}, pages = {1-15}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, year = {2001}, doi = {} } @article{6587, title = {Markovian domain fingerprinting: statistical segmentation of protein sequences}, author = {Bejerano, G. and Seldin, Y. and Margalit, H. and Tishby, N.}, journal = {Bioinformatics}, volume = {17}, number = {10}, pages = {927-934}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, year = {2001}, doi = {} } @inproceedings{6588, title = {Unsupervised Sequence Segmentation by a Mixture of Switching Variable Memory Markov Sources}, author = {Seldin, Y. and Bejerano, G. and Tishby, N.}, journal = {In the proceeding of the 18th International Conference on Machine Learning (ICML 2001)}, pages = {513-520}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, year = {2001}, doi = {} }