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Nobody
Arthur Gretton
Dr.
Position: Research Scientist
Room no.: 204
Phone: +49 7071 601 562
Fax: +49 7071 601 552

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2014
Conference Papers
2012
Articles
Conference Papers
  • S. Grünewälder, G. Lever, L. Baldassarre, S. Patterson, A. Gretton, M. Pontil (2012). Conditional mean embeddings as regressors In: Proceedings of the 29th International Conference on Machine Learning, (Ed) J Langford and J Pineau, Omnipress, New York, NY, USA, 1823–1830, ICML 2012
  • D. Sejdinovic, A. Gretton, B. Sriperumbudur, K. Fukumizu (2012). Hypothesis testing using pairwise distances and associated kernels In: Proceedings of the 29th International Conference on Machine Learning, (Ed) J Langford and J Pineau, Omnipress, New York, NY, USA, 1111–1118, ICML 2012
  • A. Gretton, B. Sriperumbudur, D. Sejdinovic, H. Strathmann, S. Balakrishnan, M. Pontil, K. Fukumizu (2012). Optimal kernel choice for large-scale two-sample tests In: Advances in Neural Information Processing Systems 25, (Ed) P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger, Curran Associates Inc., 1214–1222, 26th Annual Conference on Neural Information Processing Systems (NIPS 2012)
  • S. Grünewälder, G. Lever, Ll. Baldassarre, M. Pontil, A. Gretton (2012). Modelling transition dynamics in MDPs with RKHS embeddings In: Proceedings of the 29th International Conference on Machine Learning, (Ed) J Langford and J Pineau, Omnipress, New York, NY, USA, 535–542, ICML 2012
Posters
Talks
2011
Articles
Conference Papers
  • L. Song, A. Gretton, D. Bickson, Y. Low, C. Guestrin (2011). Kernel Belief Propagation In: Proceedings of the 14th International Conference on Artificial Intelligence and Statistics, Vol. 15, (Ed) G Gordon and D Dunson and M Dudík, JMLR, 707-715, AISTATS 2011
  • J. Gonzalez, Y. Low, A. Gretton, C. Guestrin (2011). Parallel Gibbs Sampling: From Colored Fields to Thin Junction Trees In: Proceedings of the 14th International Conference on Artificial Intelligence and Statistics, Vol. 15, (Ed) G Gordon and D Dunson and M Dudík, JMLR, 324-332, AISTATS 2011
  • K. Fukumizu, L. Song, A. Gretton (2011). Kernel Bayes’ Rule In: Advances in Neural Information Processing Systems 24, (Ed) J Shawe-Taylor and RS Zemel and P Bartlett and F Pereira and KQ Weinberger, Curran Associates, Inc., Red Hook, NY, USA, 1737-1745, Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011)
2010
Articles
  • F. Biessmann, FC. Meinecke, A. Gretton, A. Rauch, G. Rainer, NK. Logothetis, K-R. Müller (2010). Temporal Kernel CCA and its Application in Multimodal Neuronal Data Analysis Machine Learning, 79, (1-2), 5-27
  • A. Gretton, L. Györfi (2010). Consistent Nonparametric Tests of Independence Journal of Machine Learning Research, 11, 1391–1423
  • M. Thoma, H. Cheng, A. Gretton, J. Han, H-P. Kriegel, AJ. Smola, L. Song, PS. Yu, X. Yan, KM. Borgwardt (2010). Discriminative frequent subgraph mining with optimality guarantees Journal of Statistical Analysis and Data Mining, 3, (5), 302–318
Conference Papers
  • J. Peters, D. Janzing, A. Gretton, B. Schölkopf (2010). Kernel Methods for Detecting the Direction of Time Series In: Advances in Data Analysis, Data Handling and Business Intelligence, (Ed) A Fink and B Lausen and W Seidel and A Ultsch, Advances in Data Analysis, Data Handling and Business Intelligence, Springer, Gesellschaft für Klassifikation, Berlin, Germany, 57-66, ISBN: 978-3-642-01044-6, 32nd Annual Conference of the Gesellschaft für Klassifikation e.V. (GfKl 2008)
  • L. Song, A. Gretton, C. Guestrin (2010). Nonparametric Tree Graphical Models In: Proceedings of the 13th International Conference on Artificial Intelligence and Statistics, Volume 9 , (Ed) YW Teh and M Titterington , JMLR, 765–772, AISTATS 2010
  • S. Danafar, A. Gretton, J. Schmidhuber (2010). Characteristic Kernels on Structured Domains Excel in Robotics and Human Action Recognition In: Machine Learning and Knowledge Discovery in Databases, LNCS Vol. 6321, (Ed) JL Balcázar and F Bonchi and A Gionis and M Sebag, Springer, Berlin, Germany, 264–279, ECML PKDD 2010
  • BK. Sriperumbudur, K. Fukumizu, A. Gretton, B. Schölkopf, GRG. Lanckriet (2010). Non-parametric estimation of integral probability metrics Proceedings of the IEEE International Symposium on Information Theory (ISIT 2010), IEEE, Institute of Electrical and Electronics Engineers, Piscataway, NJ, USA, 1428-1432, ISBN: 978-1-424-47890-3, IEEE International Symposium on Information Theory (ISIT 2010)
Posters
2009
Articles
Conference Papers
  • BK. Sriperumbudur, K. Fukumizu, A. Gretton, GRG. Lanckriet, B. Schölkopf (2009). Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions In: Advances in Neural Information Processing Systems 22, (Ed) Y Bengio and D Schuurmans and J Lafferty and C Williams and A Culotta, Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009, Curran, Red Hook, NY, USA, 1750-1758, ISBN: 978-1-615-67911-9, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009)
  • X. Zhang, L. Song, A. Gretton, A. Smola (2009). Kernel Measures of Independence for Non-IID Data In: Advances in neural information processing systems 21, (Ed) Koller, D. , D. Schuurmans, Y. Bengio, L. Bottou, Advances in neural information processing systems 21 : 22nd Annual Conference on Neural Information Processing Systems 2008, Curran, Red Hook, NY, USA, 1937-1944, ISBN: 978-1-605-60949-2, Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS 2008)
  • MB. Blaschko, A. Gretton (2009). Learning Taxonomies by Dependence Maximization In: Advances in neural information processing systems 21, (Ed) Koller, D. , D. Schuurmans, Y. Bengio, L. Bottou, Advances in neural information processing systems 21 : 22nd Annual Conference on Neural Information Processing Systems 2008, Curran, Red Hook, NY, USA, 153-160, ISBN: 978-1-605-60949-2, Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS 2008)
  • RE. Tillman, A. Gretton, P. Spirtes (2009). Nonlinear directed acyclic structure learning with weakly additive noise models In: Advances in Neural Information Processing Systems 22, (Ed) Bengio, Y. , D. Schuurmans, J. Lafferty, C. Williams, A. Culotta, Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009, Curran, Red Hook, NY, USA, 1847-1855, ISBN: 978-1-615-67911-9, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009)
  • K. Fukumizu, BK. Sriperumbudur, A. Gretton, B. Schölkopf (2009). Characteristic Kernels on Groups and Semigroups In: Advances in neural information processing systems 21, (Ed) D Koller and D Schuurmans and Y Bengio and L Bottou, Advances in neural information processing systems 21 : 22nd Annual Conference on Neural Information Processing Systems 2008, Curran, Red Hook, NY, USA, 473-480, ISBN: 978-1-605-60949-2, 22nd Annual Conference on Neural Information Processing Systems (NIPS 2008)
  • J. Peters, D. Janzing, A. Gretton, B. Schölkopf (2009). Detecting the Direction of Causal Time Series In: Proceedings of the 26th International Conference on Machine Learning, (Ed) A Danyluk and L Bottou and ML Littman, Proceedings of the 26th International Conference on Machine Learning (ICML 2009), ACM Press, New York, NY, USA, 801-808, ICML 2009
  • S. Jegelka, A. Gretton, B. Schölkopf, BK. Sriperumbudur, U. Luxburg (2009). Generalized Clustering via Kernel Embeddings In: KI 2009: AI and Automation, Lecture Notes in Computer Science, Vol. 5803, (Ed) B Mertsching and M Hund and Z Aziz, KI 2009: Advances in Artificial Intelligence, Springer, Berlin, Germany, 144-152, 32nd Annual Conference on Artificial Intelligence (KI)
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  • A. Gretton, K. Fukumizu, Z. Harchaoui, BK. Sriperumbudur (2009). A Fast, Consistent Kernel Two-Sample Test In: Advances in Neural Information Processing Systems 22, (Ed) Bengio, Y. , D. Schuurmans, J. Lafferty, C. Williams, A. Culotta, Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009, Curran, Red Hook, NY, USA, 673-681, ISBN: 978-1-615-67911-9, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009)
  • M. Thoma, H. Cheng, A. Gretton, J. Han, H-P. Kriegel, AJ. Smola, L. Song, PS. Yu, X. Yan, KM. Borgwardt (2009). Near-optimal supervised feature selection among frequent subgraphs (Ed) Park, H. , S. Parthasarathy, H. Liu, Proccedings of the 2009 SIAM Conference on Data Mining (SDM 2009), Philadelphia, PA, USA, Society for Industrial and Applied Mathematics, Society for Industrial and Applied Mathematics, 1076-1087, ISBN: 978-1-615-67109-0, 9th SIAM Conference on Data Mining (SDM 2009)
Contributions to books
Technical Reports
  • A. Gretton, L. Györfi (2009). Consistent Nonparametric Tests of Independence Max Planck Institute for Biological Cybernetics, Tübingen, Germany
2008
Articles
  • MJ. Rasch, A. Gretton, Y. Murayama, W. Maass, NK. Logothetis (2008). Inferring Spike Trains From Local Field Potentials Journal of Neurophysiology, 99, (3), 1461-1476
  • S-P. Ku, A. Gretton, J. Macke, NK. Logothetis (2008). Comparison of Pattern Recognition Methods in Classifying High-resolution BOLD Signals Obtained at High Magnetic Field in Monkeys Magnetic Resonance Imaging, 26, (7), 1007-1014
Conference Papers
  • B. Schölkopf, BK. Sriperumbudur, A. Gretton, K. Fukumizu (2008). RKHS Representation of Measures Applied to Homogeneity, Independence, and Fourier Optics In: OWR 2008, (Ed) K Jetter and S Smale and D-X Zhou, 30. Oberwolfach Report (OWR 2008), Mathematisches Forschungsinstitut, Mathematisches Forschungsinstitut Oberwolfach, Oberwolfach-Walke, Germany, 42-44, 30. Oberwolfach Report
  • MB. Blaschko, CH. Lampert, A. Gretton (2008). Semi-Supervised Laplacian Regularization of Kernel Canonical Correlation Analysis In: ECML PKDD 2008, (Ed) Daelemans, W. , B. Goethals, K. Morik, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2008, Springer, Berlin, Germany, 133-145, 19th European Conference on Machine Learning
  • K. Fukumizu, A. Gretton, X. Sun, B. Schölkopf (2008). Kernel Measures of Conditional Dependence In: Advances in neural information processing systems 20, (Ed) JC Platt and D Koller and Y Singer and S Roweis, Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007, Curran, Red Hook, NY, USA, 489-496, ISBN: 978-1-605-60352-0, 21st Annual Conference on Neural Information Processing Systems (NIPS 2007)
  • L. Song, AJ. Smola, K. Borgwardt, A. Gretton (2008). Colored Maximum Variance Unfolding In: Advances in neural information processing systems 20, (Ed) Platt, J. C., D. Koller, Y. Singer, S. Roweis, Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007, Curran, Red Hook, NY, USA, 1385-1392, ISBN: 978-1-605-60352-0, Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007)
  • L. Song, X. Zhang, A. Smola, A. Gretton, B. Schölkopf (2008). Tailoring density estimation via reproducing kernel moment matching In: Proceedings of the 25th International Conference on Machine Learning, (Ed) WW Cohen and A McCallum and S Roweis, Proceedings of the 25th International Conference on Machine Learning (ICML 2008), ACM Press, New York, NY, USA, 992-999, 25th ICML 2008
  • MB. Blaschko, A. Gretton (2008). A Hilbert-Schmidt Dependence Maximization Approach to Unsupervised Structure Discovery In: MLG 2008, Proceedings of the 6th International Workshop on Mining and Learning with Graphs (MLG 2008), 1-3, 6th International Workshop on Mining and Learning with Graphs
  • A. Gretton, K. Fukumizu, CH. Teo, L. Song, B. Schölkopf, AJ. Smola (2008). A Kernel Statistical Test of Independence In: Advances in neural information processing systems 20, (Ed) JC Platt and D Koller and Y Singer and S Roweis, Advances in Neural Information Processing Systems 20: 21st Annual Conference on Neural Information Processing Systems 2007, Curran, Red Hook, NY, USA, 585-592, ISBN: 978-1-605-60352-0, 21st Annual Conference on Neural Information Processing Systems (NIPS 2007)
  • A. Gretton, L. Györfi (2008). Nonparametric Independence Tests: Space Partitioning and Kernel Approaches In: ALT08, (Ed) Freund, Y. , L. Györfi, G. Turán, T. Zeugmann, Algorithmic Learning Theory: 19th International Conference (ALT08), Springer, Berlin, Germany, 183-198, 19th International Conference on Algorithmic Learning Theory (ALT08)
  • BK. Sriperumbudur, A. Gretton, K. Fukumizu, G. Lanckriet, B. Schölkopf (2008). Injective Hilbert Space Embeddings of Probability Measures In: Proceedings of the 21st Annual Conference on Learning Theory, (Ed) RA Servedio and T Zhang, Proceedings of the 21st Annual Conference on Learning Theory (COLT 2008), Omnipress, Madison, WI, USA, 111-122, 21st Annual Conference on Learning Theory (COLT 2008)
Technical Reports