@article{JayAlaAltSchGro16, title = {Transfer Learning in Brain-Computer Interfaces}, author = {Jayaram, V. and Alamgir, M. and Altun, Y. and Sch{\"o}lkopf, B. and Grosse-Wentrup, M.}, journal = {IEEE Computational Intelligence Magazine}, volume = {11}, number = {1}, pages = {20-31}, year = {2016}, doi = {10.1109/MCI.2015.2501545} } @article{PetersMSA2011, title = {Reinforcement Learning with Bounded Information Loss}, author = {Peters, J. and Peters, J. and M{\"u}lling, K. and Altun, Y.}, journal = {AIP Conference Proceedings}, volume = {1305}, number = {1}, pages = {365-372}, year = {2011}, doi = {10.1063/1.3573639} } @inproceedings{6618, title = {Learning Probabilistic Discriminative Models of Grasp Affordances under Limited Supervision}, author = {Erkan, AN. and Kroemer, O. and Detry, R. and Altun, Y. and Piater, J. and Peters, J.}, journal = {Proceedings of the 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010)}, pages = {1586-1591}, publisher = {IEEE}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Piscataway, NJ, USA}, month = oct, year = {2010}, doi = {10.1109/IROS.2010.5650088}, month_numeric = {10} } @inproceedings{6619, title = {Semi-supervised Remote Sensing Image Classification via Maximum Entropy}, author = {Erkan, AN. and Camps-Valls, G. and Altun, Y.}, journal = {Proceedings of the 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2010)}, pages = {313-318}, publisher = {IEEE}, organization = {Max-Planck-Gesellschaft}, institution = {Institute of Electrical and Electronics Engineers}, school = {Biologische Kybernetik}, address = {Piscataway, NJ, USA}, month = sep, year = {2010}, doi = {10.1109/MLSP.2010.5589199}, month_numeric = {9} } @inproceedings{6439, title = {Relative Entropy Policy Search}, author = {Peters, J. and M{\"u}lling, K. and Altun, Y.}, journal = {Proceedings of the Twenty-Fourth National Conference on Artificial Intelligence}, pages = {1607-1612}, editors = {Fox, M. , D. Poole}, publisher = {AAAI Press}, organization = {Max-Planck-Gesellschaft}, institution = {Association for the Advancement of Artificial Intelligence}, school = {Biologische Kybernetik}, address = {Menlo Park, CA, USA}, month = jul, year = {2010}, doi = {}, month_numeric = {7} } @poster{6746, title = {Reinforcement Learning by Relative Entropy Policy Search}, author = {Peters, J. and M{\"u}lling, K. and Altun, Y.}, journal = {30th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2010)}, volume = {30}, pages = {69}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = jul, year = {2010}, doi = {}, month_numeric = {7} } @poster{6747, title = {A Maximum Entropy Approach to Semi-supervised Learning}, author = {Erkan, AN. and Altun, Y.}, journal = {30th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2010)}, volume = {30}, pages = {80}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = jul, year = {2010}, doi = {}, month_numeric = {7} } @poster{6418, title = {Multi-task Learning for Zero Training Brain-Computer Interfaces}, author = {Alamgir, M. and Grosse-Wentrup, M. and Altun, Y.}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = jun, year = {2010}, doi = {}, month_numeric = {6} } @inproceedings{6504, title = {Multitask Learning for Brain-Computer Interfaces}, author = {Alamgir, M. and Grosse-Wentrup, M. and Altun, Y.}, journal = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010)}, booktitle = {JMLR Workshop and Conference Proceedings Volume 9: AISTATS 2010}, pages = {17-24}, editors = {Teh, Y.W. , M. Titterington}, publisher = {JMLR}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = may, year = {2010}, doi = {}, month_numeric = {5} } @inproceedings{6622, title = {Semi-supervised Learning via Generalized Maximum Entropy}, author = {Erkan, AN. and Altun, Y.}, journal = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2010)}, booktitle = {JMLR Workshop and Conference Proceedings Volume 9: AISTATS 2010}, pages = {209-216}, editors = {Teh, Y.W. , M. Titterington}, publisher = {JMLR}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = may, year = {2010}, doi = {}, month_numeric = {5} } @inbook{6334, title = {Machine Learning Methods for Automatic Image Colorization}, author = {Charpiat, G. and Bezrukov, I. and Hofmann, M. and Altun, Y. and Sch{\"o}lkopf, B.}, booktitle = {Computational Photography: Methods and Applications}, pages = {395-418}, series = {Digital Imaging and Computer Vision}, editors = {Lukac, R.}, publisher = {CRC Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Boca Raton, FL, USA}, year = {2010}, doi = {} } @inproceedings{WidmerLAR2010, title = {Leveraging Sequence Classification by Taxonomy-based Multitask Learning}, author = {Widmer, C. and Leiva, J. and Altun, Y. and R{\"a}tsch, G.}, booktitle = {Research in Computational Molecular Biology, LNCS, Vol. 6044}, pages = {522--534}, editors = {B Berger}, publisher = {Springer}, address = {Berlin, Germany}, year = {2010}, doi = {10.1007/978-3-642-12683-3_34} } @inproceedings{WidmerTAKREET2010, title = {Novel machine learning methods for MHC Class I binding prediction}, author = {Widmer, C. and Toussaint, NC. and Altun, Y. and Kohlbacher, O. and R{\"a}tsch, G.}, booktitle = {Pattern Recognition in Bioinformatics}, pages = {98--109}, editors = {TMH Dijkstra and E Tsivtsivadze and E Marchiori and T Heskes}, publisher = {Springer}, address = {Berlin, Germany}, year = {2010}, doi = {10.1007/978-3-642-16001-1_9} } @article{WidmerTAR2010, title = {Inferring latent task structure for Multitask Learning by Multiple Kernel Learning}, author = {Widmer, C. and Toussaint, NC. and Altun, Y. and R{\"a}tsch, G.}, journal = {BMC Bioinformatics}, volume = {11 Suppl 8}, pages = {S5}, year = {2010}, doi = {10.1186/1471-2105-11-S8-S5} } @article{ParkerAT2009, title = {Guest editorial: special issue on structured prediction}, author = {Parker, C. and Altun, Y. and Tadepalli, P.}, journal = {Machine Learning}, volume = {77}, number = {2-3}, pages = {161-164}, month = dec, year = {2009}, doi = {10.1007/s10994-009-5149-z}, month_numeric = {12} } @inproceedings{5777, title = {Learning Similarity Measure for Multi-Modal 3D Image Registration}, author = {Lee, D. and Hofmann, M. and Steinke, F. and Altun, Y. and Cahill, ND. and Sch{\"o}lkopf, B.}, booktitle = {Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition}, pages = {186-193}, publisher = {IEEE Service Center}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Piscataway, NJ, USA}, month = jun, year = {2009}, doi = {10.1109/CVPRW.2009.5206840}, month_numeric = {6} } @inbook{5367, title = {Large Margin Methods for Part of Speech Tagging}, author = {Altun, Y.}, booktitle = {Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods}, pages = {141-160}, editors = {Keshet, J. and Bengio, S.}, publisher = {Wiley}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Hoboken, NJ, USA}, month = jan, year = {2009}, doi = {}, month_numeric = {1} } @inbook{AltunHT2007, title = {Support Vector Machine Learning for Interdependent and Structured Output Spaces}, author = {Altun, Y. and Hofmann, T. and Tsochantaridis, I.}, booktitle = {Predicting Structured Data}, pages = {85-104}, series = {Advances in neural information processing systems}, editors = {Bakir, G. H. , T. Hofmann, B. Sch{\"o}lkopf, A. J. Smola, B. Taskar, S. V. N. Vishwanathan}, publisher = {MIT Press}, address = {Cambridge, MA, USA}, month = sep, year = {2007}, doi = {}, month_numeric = {9} } @inbook{5702, title = {Density Estimation of Structured Outputs in Reproducing Kernel Hilbert Spaces}, author = {Altun, Y. and Smola, AJ.}, booktitle = {Predicting Structured Data}, pages = {283-300}, series = {Advances in neural information processing systems}, editors = {BakIr, G. H., T. Hofmann, B. Sch{\"o}lkopf, A. J. Smola, B. Taskar, S. V.N. Vishwanathan}, publisher = {MIT Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = sep, year = {2007}, doi = {}, month_numeric = {9} } @inproceedings{5705, title = {Transductive Gaussian Process Regression with Automatic Model Selection}, author = {Le, QV. and Smola, AJ. and G{\"a}rtner, T. and Altun, Y.}, journal = {Machine Learning: ECML 2006}, pages = {306-317}, editors = {F{\"u}rnkranz, J. , T. Scheffer, M. Spiliopoulou}, publisher = {Springer}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Berlin, Germany}, month = sep, year = {2006}, doi = {10.1007/11871842_31}, month_numeric = {9} } @inproceedings{CiaramitaA2006, title = {Broad-Coverage Sense Disambiguation and Information Extraction with a Supersense Sequence Tagger}, author = {Ciaramita, M. and Altun, Y.}, pages = {594-602}, editors = {Jurafsky, D. , E. Gaussier}, publisher = { Association for Computational Linguistics}, address = {Stroudsburg, PA, USA}, month = jul, year = {2006}, doi = {}, month_numeric = {7} } @inproceedings{5704, title = {Unifying Divergence Minimization and Statistical Inference Via Convex Duality}, author = {Altun, Y. and Smola, AJ.}, journal = {Learning Theory: 19th Annual Conference on Learning Theory (COLT 2006)}, booktitle = {Learning Theory}, pages = {139-153}, editors = {Lugosi, G. , H.-U. Simon}, publisher = {Springer}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Berlin, Germany}, month = jun, year = {2006}, doi = {10.1007/11776420_13}, month_numeric = {6} } @inproceedings{5706, title = {Maximum Margin Semi-Supervised Learning for Structured Variables}, author = {Altun, Y. and McAllester, DA. and Belkin, M.}, journal = {Advances in Neural Information Processing Systems 18: Proceedings of the 2005 Conference}, booktitle = {Advances in neural information processing systems 18}, pages = {33-40}, editors = {Weiss, Y. , B. Sch{\"o}lkopf, J. Platt}, publisher = {MIT Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = may, year = {2006}, doi = {}, month_numeric = {5} } @article{5701, title = {Large Margin Methods for Structured and Interdependent Output Variables}, author = {Tsochantaridis, I. and Joachims, T. and Hofmann, T. and Altun, Y.}, journal = {Journal of Machine Learning Research}, volume = {6}, pages = {1453-1484}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = sep, year = {2005}, doi = {}, month_numeric = {9} } @phdthesis{Altun2005, title = {Discriminative Methods for Label Sequence Learning}, author = {Altun, Y.}, institution = {Brown University, Providence, RI, USA}, month = may, year = {2005}, doi = {}, month_numeric = {5} } @inproceedings{2740, title = {Gaussian Process Classification for Segmenting and Annotating Sequences}, author = {Altun, Y. and Hofmann, T. and Smola, AJ.}, journal = {Proceedings of the 21st International Conference on Machine Learning (ICML 2004)}, pages = {25-32}, editors = {Greiner, R. , D. Schuurmans}, publisher = {ACM Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {New York, USA}, month = jul, year = {2004}, doi = {10.1145/1015330.1015433}, month_numeric = {7} } @inproceedings{2741, title = {Exponential Families for Conditional Random Fields}, author = {Altun, Y. and Smola, AJ. and Hofmann, T.}, journal = {Proceedings of the 20th Annual Conference on Uncertainty in Artificial Intelligence (UAI 2004)}, pages = {2-9}, editors = {Chickering, D.M. , J.Y. Halpern}, publisher = {Morgan Kaufmann}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {San Francisco, CA, USA}, month = jul, year = {2004}, doi = {}, month_numeric = {7} } @inproceedings{GregoryA2004, title = {Using Conditional Random Fields to Predict Pitch Accent in Conversational Speech}, author = {Gregory, M. and Altun, Y.}, pages = {677-684}, editors = {Scott, D. , W. Daelemans, M. Walker}, publisher = {ACL}, address = {East Stroudsburg, PA, USA}, month = jul, year = {2004}, doi = {}, month_numeric = {7} } @inproceedings{TsochantaridisHJA2004, title = {Support vector machine learning for interdependent and structured output spaces}, author = {Tsochantaridis, I. and Hofmann, T. and Joachims, T. and Altun, Y.}, pages = {1-8}, editors = {Greiner, R. , D. Schuurmans}, publisher = {AAAI Press}, address = {Menlo Park, CA, USA}, month = jul, year = {2004}, doi = {10.1145/1015330.1015341}, month_numeric = {7} } @inproceedings{AltunHJ2011, title = {Discriminative Learning for Label Sequences via Boosting }, author = {Altun, Y. and Hofmann, T. and Johnson, M.}, booktitle = {Advances in Neural Information Processing Systems 15}, pages = {977-984}, editors = {Becker, S. , S. Thrun, K. Obermayer }, publisher = {MIT Press}, address = {Cambridge, MA, USA}, month = oct, year = {2003}, doi = {}, month_numeric = {10} } @inproceedings{AltunH2003, title = {Large Margin Methods for Label Sequence Learning }, author = {Altun, Y. and Hofmann, T.}, pages = {993-996}, publisher = {International Speech Communication Association}, address = {Bonn, Germany}, month = sep, year = {2003}, doi = {}, month_numeric = {9} } @inproceedings{AltunTH2003, title = {Hidden Markov Support Vector Machines}, author = {Altun, Y. and Tsochantaridis, I. and Hofmann, T.}, pages = {4-11}, editors = {Fawcett, T. , N. Mishra}, publisher = {AAAI Press}, address = {Menlo Park, CA, USA}, month = aug, year = {2003}, doi = {}, month_numeric = {8} } @inproceedings{AltunJH2011, title = {Loss Functions and Optimization Methods for Discriminative Learning of Label Sequences }, author = {Altun, Y. and Johnson, M. and Hofmann, T.}, pages = {145-152}, editors = {Collins, M. , M. Steedman}, publisher = {ACL}, address = {East Stroudsburg, PA, USA}, month = jul, year = {2003}, doi = {}, month_numeric = {7} } @mastersthesis{Altun2003, title = {Large margin Methods in Label Sequence Learning}, author = {Altun, Y.}, institution = {Brown University, Providence, RI, USA}, year = {2003}, doi = {} } @mastersthesis{Altun1999, title = {Machine Learning and Language Acquisition: A Model of Child's Learning of Turkish Morphophonology}, author = {Altun, Y.}, institution = {Middle East Technical University, Ankara, Turkey}, year = {1999}, doi = {} }