@inproceedings{JegelkaBSLMZK2013, title = {Reflection methods for user-friendly submodular optimization}, author = {Jegelka, S. and Bach, F. and Sra, S.}, booktitle = {Advances in Neural Information Processing Systems 26}, pages = {1313--1321}, editors = {C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger}, year = {2013}, doi = {} } @phdthesis{Jegelka2012, title = {Combinatorial Problems with Submodular Coupling in Machine Learning and Computer Vision}, author = {Jegelka, S.}, institution = {ETH Zürich, Switzerland}, year = {2012}, doi = {} } @talk{Jegelka2011_2, title = {Cooperative Cuts: a new use of submodularity in image segmentation}, author = {Jegelka, S.}, institution = {Institute of Science and Technology}, month = oct, year = {2011}, doi = {}, month_numeric = {10} } @inproceedings{JegelkaB2011_3, title = {Online submodular minimization for combinatorial structures}, author = {Jegelka, S. and Bilmes, J.}, pages = {345-352}, editors = {Getoor, L. , T. Scheffer}, publisher = {International Machine Learning Society}, address = {Madison, WI, USA}, month = jul, year = {2011}, doi = {}, month_numeric = {7} } @inproceedings{JegelkaB2011_2, title = {Approximation Bounds for Inference using Cooperative Cut}, author = {Jegelka, S. and Bilmes, J.}, pages = {577-584}, editors = {Getoor, L. , T. Scheffer}, publisher = {International Machine Learning Society}, address = {Madison, WI, USA}, month = jul, year = {2011}, doi = {}, month_numeric = {7} } @inproceedings{JegelkaB2011, title = {Submodularity beyond submodular energies: coupling edges in graph cuts}, author = {Jegelka, S. and Bilmes, J.}, pages = {1897-1904}, publisher = {IEEE}, address = {Piscataway, NJ, USA}, month = jun, year = {2011}, doi = {10.1109/CVPR.2011.5995589}, month_numeric = {6} } @inproceedings{JegelkaB2011_4, title = {Multi-label cooperative cuts}, author = {Jegelka, S. and Bilmes, J.}, pages = {1-4}, month = jun, year = {2011}, doi = {}, month_numeric = {6} } @talk{Jegelka2011, title = {Cooperative Cuts}, author = {Jegelka, S.}, month = mar, year = {2011}, doi = {}, month_numeric = {3} } @inproceedings{JegelkaLB2011, title = {On Fast Approximate Submodular Minimization}, author = {Jegelka, S. and Lin, H. and Bilmes, J.}, booktitle = {Advances in Neural Information Processing Systems 24}, pages = {460-468}, editors = {J Shawe-Taylor and RS Zemel and P Bartlett and F Pereira and KQ Weinberger}, year = {2011}, doi = {} } @inproceedings{JegelkaB2010, title = {Online algorithms for submodular minimization with combinatorial constraints}, author = {Jegelka, S. and Bilmes, J.}, pages = {1-6}, month = dec, year = {2010}, doi = {}, month_numeric = {12} } @techreport{6732, title = {Cooperative Cuts for Image Segmentation}, author = {Jegelka, S. and Bilmes, J.}, number = {UWEETR-1020-0003}, organization = {Max-Planck-Gesellschaft}, institution = {University of Washington, Washington DC, USA}, school = {Biologische Kybernetik}, month = aug, year = {2010}, doi = {}, month_numeric = {8} } @talk{JegelkaB2010_2, title = {Cooperative Cuts: Graph Cuts with Submodular Edge Weights}, author = {Jegelka, S. and Bilmes, J.}, month = jul, year = {2010}, doi = {}, month_numeric = {7} } @techreport{6330, title = {Cooperative Cuts: Graph Cuts with Submodular Edge Weights}, author = {Jegelka, S. and Bilmes, J.}, number = {189}, organization = {Max-Planck-Gesellschaft}, institution = {Max Planck Institute for Biological Cybernetics, Tuebingen, Germany}, school = {Biologische Kybernetik}, month = mar, year = {2010}, doi = {}, month_numeric = {3} } @inproceedings{JegelkaB2009, title = {Notes on Graph Cuts with Submodular Edge Weights}, author = {Jegelka, S. and Bilmes, J.}, pages = {1-6}, month = dec, year = {2009}, doi = {}, month_numeric = {12} } @inproceedings{5916, title = {Approximation Algorithms for Tensor Clustering}, author = {Jegelka, S. and Sra, S. and Banerjee, A.}, booktitle = {Algorithmic Learning Theory: 20th International Conference}, pages = {368-383}, editors = {Gavalda, R. , G. Lugosi, T. Zeugmann, S. Zilles}, publisher = {Springer}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Berlin, Germany}, month = oct, year = {2009}, doi = {10.1007/978-3-642-04414-4_30}, month_numeric = {10} } @inproceedings{5928, title = {Generalized Clustering via Kernel Embeddings}, author = {Jegelka, S. and Gretton, A. and Sch{\"o}lkopf, B. and Sriperumbudur, BK. and von Luxburg, U.}, journal = {KI 2009: Advances in Artificial Intelligence}, booktitle = {KI 2009: AI and Automation, Lecture Notes in Computer Science, Vol. 5803}, pages = {144-152}, editors = {B Mertsching and M Hund and Z Aziz}, publisher = {Springer}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Berlin, Germany}, month = sep, year = {2009}, doi = {10.1007/978-3-642-04617-9_19}, month_numeric = {9} } @article{5847, title = {Fast Kernel-Based Independent Component Analysis}, author = {Shen, H. and Jegelka, S. and Gretton, A.}, journal = {IEEE Transactions on Signal Processing}, volume = {57}, number = {9}, pages = {3498-3511}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = sep, year = {2009}, doi = {10.1109/TSP.2009.2022857}, month_numeric = {9} } @inproceedings{5878, title = {Solution Stability in Linear Programming Relaxations: Graph Partitioning and Unsupervised Learning}, author = {Nowozin, S. and Jegelka, S.}, journal = {Proceedings of the 26th International Conference on Machine Learning (ICML 2009)}, booktitle = {ICML 2009}, pages = {769-776}, editors = {Danyluk, A. , L. Bottou, M. Littman}, publisher = {ACM Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {New York, NY, USA}, month = jun, year = {2009}, doi = {10.1145/1553374.1553473}, month_numeric = {6} } @inproceedings{4806, title = {Consistent Minimization of Clustering Objective Functions}, author = {von Luxburg, U. and Bubeck, S. and Jegelka, S. and Kaufmann, M.}, journal = {Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007}, booktitle = {Advances in neural information processing systems 20}, pages = {961-968}, editors = {Platt, J. C., D. Koller, Y. Singer, S. Roweis}, publisher = {Curran}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Red Hook, NY, USA}, month = sep, year = {2008}, doi = {}, month_numeric = {9} } @techreport{5557, title = {Approximation Algorithms for Bregman Clustering Co-clustering and Tensor Clustering}, author = {Sra, S. and Jegelka, S. and Banerjee, A.}, number = {177}, organization = {Max-Planck-Gesellschaft}, institution = {Max-Planck Institute for Biological Cybernetics, Tübingen, Germany}, school = {Biologische Kybernetik}, month = sep, year = {2008}, doi = {}, month_numeric = {9} } @thesis{4953, title = {Statistical Learning Theory Approaches to Clustering}, author = {Jegelka, S.}, institution = {Eberhard-Karls-Universität Tübingen, Tübingen, Germany}, school = {Biologische Kybernetik}, month = nov, year = {2007}, doi = {}, month_numeric = {11} } @inbook{4192, title = {Brisk Kernel ICA}, author = {Jegelka, S. and Gretton, A.}, booktitle = {Large Scale Kernel Machines}, pages = {225-250}, series = {Neural Information Processing}, editors = {Bottou, L. , O. Chapelle, D. DeCoste, J. Weston}, publisher = {MIT Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = sep, year = {2007}, doi = {}, month_numeric = {9} } @techreport{5119, title = {Scalable Semidefinite Programming using Convex Perturbations}, author = {Kulis, B. and Sra, S. and Jegelka, S.}, number = {TR-07-47}, organization = {Max-Planck-Gesellschaft}, institution = {University of Texas, Austin, TX, USA}, school = {Biologische Kybernetik}, month = sep, year = {2007}, doi = {}, month_numeric = {9} } @inproceedings{4295, title = {Fast Kernel ICA using an Approximate Newton Method}, author = {Shen, H. and Jegelka, S. and Gretton, A.}, journal = {Proceedings of the 11th International Conference on Artificial Intelligence and Statistics (AISTATS 2007)}, booktitle = {JMLR Workshop and Conference Proceedings Volume 2: AISTATS 2007}, pages = {476-483}, editors = {Meila, M. , X. Shen}, publisher = {MIT Press}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Cambridge, MA, USA}, month = mar, year = {2007}, doi = {}, month_numeric = {3} } @techreport{5120, title = {Geometric Analysis of Hilbert Schmidt Independence criterion based ICA contrast function}, author = {Shen, H. and Jegelka, S. and Gretton, A.}, number = {PA006080}, organization = {Max-Planck-Gesellschaft}, institution = {National ICT Australia, Canberra, Australia}, school = {Biologische Kybernetik}, month = oct, year = {2006}, doi = {}, month_numeric = {10} } @article{4248, title = {Prenatal development of ocular dominance and orientation maps in a self-organizing model of V1}, author = {Jegelka, S. and Bednar, JA. and Miikkulainen, R.}, journal = {Neurocomputing}, volume = {69}, number = {10-12}, pages = {1291-1296}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, month = feb, year = {2006}, doi = {10.1016/j.neucom.2005.12.094}, month_numeric = {2} } @inproceedings{JegelkaGA2005, title = {Kernel ICA for Large Scale Problems}, author = {Jegelka, S. and Gretton, A. and Achlioptas, D.}, pages = {-}, month = dec, year = {2005}, doi = {}, month_numeric = {12} }