Articles (3): |
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Sriperumbudur B  , Fukumizu K , Gretton A , Schölkopf B and Lanckriet G (2012) On the Empirical Estimation of Integral Probability Metrics
Electronic Journal of Statistics 6 1550-1599.
 
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Sriperumbudur BK , Gretton A , Fukumizu K , Schölkopf B and Lanckriet GRG (2010) Hilbert Space Embeddings and Metrics on Probability Measures
Journal of Machine Learning Research 11 1517-1561.
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Gretton A , Fukumizu K and Sriperumbudur B (2009) Discussion of: Brownian Distance Covariance
The Annals of Applied Statistics 3(4) 1285--1294.
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Conference papers (9): |
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Sejdinovic D , Gretton A , Sriperumbudur B and Fukumizu K (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, ICML 2012, Omnipress, New York, NY, USA, 1111--1118.
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Gretton A , Sriperumbudur B , Sejdinovic D , Strathmann H , Balakrishnan S , Pontil M and Fukumizu K (2012) Optimal kernel choice for large-scale two-sample tests
In: Advances in Neural Information Processing Systems 25, (Ed) P Bartlett, FCN Pereira, CJC. Burges, L Bottou and KQ Weinberger, 26th Annual Conference on Neural Information Processing Systems (NIPS 2012), 1214--1222.
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Sriperumbudur BK , Fukumizu K , Gretton A , Schölkopf B and Lanckriet GRG (2010) Non-parametric estimation of integral probability metrics
IEEE International Symposium on Information Theory (ISIT 2010), IEEE, Piscataway, NJ, USA, 1428-1432.
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Jegelka S , Gretton A , Schölkopf B , Sriperumbudur BK and von Luxburg U (2009) Generalized Clustering via Kernel Embeddings
In: KI 2009: AI and Automation, Lecture Notes in Computer Science, Vol. 5803, (Ed) B Mertsching, M Hund and Z Aziz, 32nd Annual Conference on Artificial Intelligence (KI), Springer, Berlin, Germany, 144-152.
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Fukumizu K , Sriperumbudur BK , Gretton A and Schölkopf B (2009) Characteristic Kernels on Groups and Semigroups
In: Advances in neural information processing systems 21, (Ed) D Koller, D Schuurmans, Y Bengio and L Bottou, 22nd Annual Conference on Neural Information Processing Systems (NIPS 2008), Curran, Red Hook, NY, USA, 473-480.
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Gretton A , Fukumizu K , Harchaoui Z and Sriperumbudur BK (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, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 673-681.
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Sriperumbudur BK , Fukumizu K , Gretton A , Lanckriet GRG and Schölkopf B (2009) Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions
In: Advances in Neural Information Processing Systems 22, (Ed) Y Bengio, D Schuurmans, J Lafferty, C Williams and A Culotta, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 1750-1758.
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Schölkopf B , Sriperumbudur BK , Gretton A and Fukumizu K (2008) RKHS Representation of Measures Applied to Homogeneity, Independence, and Fourier Optics
In: OWR 2008, (Ed) K Jetter, S Smale and D-X Zhou, 30. Oberwolfach Report, Mathematisches Forschungsinstitut, Oberwolfach-Walke, Germany, 42-44.
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Sriperumbudur BK , Gretton A , Fukumizu K , Lanckriet G and Schölkopf B (2008) Injective Hilbert Space Embeddings of Probability Measures
In: Proceedings of the 21st Annual Conference on Learning Theory, (Ed) RA Servedio and T Zhang, 21st Annual Conference on Learning Theory (COLT 2008), Omnipress, Madison, WI, USA, 111-122.
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