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Prof. Kenji Fukumizu

Room number: 214
E-Mail: kenji.fukumizu
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Kenji Fukumizu

Position: Research Scientist  Unit: Alumni Schölkopf

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Articles (2):

Sriperumbudur BK Person, Gretton A Person, Fukumizu K Person, Schölkopf B Person and Lanckriet GRG (April-2010) Hilbert Space Embeddings and Metrics on Probability Measures Journal of Machine Learning Research 11 1517-1561.
Fukumizu K Person, Bach FR and Gretton A Person (February-2007) Statistical Consistency of Kernel Canonical Correlation Analysis Journal of Machine Learning Research 8 361-383.

Conference papers (12):

Dinuzzo F Person and Fukumizu K Person (November-2011) Learning low-rank output kernels In: JMLR Workshop and Conference Proceedings Volume 20, 3rd Asian Conference on Machine Learning (ACML 2011), JMLR, Cambridge, MA, USA, 181-196.
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Sriperumbudur BK Person, Fukumizu K Person, Gretton A Person, Schölkopf B Person and Lanckriet GRG (June-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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Gretton A Person, Fukumizu K Person, Harchaoui Z Person and Sriperumbudur BK Person (April-2010) A Fast, Consistent Kernel Two-Sample Test In: Advances in Neural Information Processing Systems 22, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 673-681.
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Sriperumbudur BK Person, Fukumizu K Person, Gretton A Person, Lanckriet GRG and Schölkopf B Person (April-2010) Kernel Choice and Classifiability for RKHS Embeddings of Probability Distributions In: Advances in Neural Information Processing Systems 22, 23rd Annual Conference on Neural Information Processing Systems (NIPS 2009), Curran, Red Hook, NY, USA, 1750-1758.
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Fukumizu K Person, Sriperumbudur BK Person, Gretton A Person and Schölkopf B Person (June-2009) Characteristic Kernels on Groups and Semigroups In: Advances in neural information processing systems 21, Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS 2008), Curran, Red Hook, NY, USA, 473-480.
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Gretton A Person, Fukumizu K Person, Teo CH , Song L , Schölkopf B Person and Smola AJ (September-2008) A Kernel Statistical Test of Independence In: Advances in neural information processing systems 20, Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Curran, Red Hook, NY, USA, 585-592.
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Fukumizu K Person, Gretton A Person, Sun X Person and Schölkopf B Person (September-2008) Kernel Measures of Conditional Dependence In: Advances in neural information processing systems 20, Twenty-First Annual Conference on Neural Information Processing Systems (NIPS 2007), Curran, Red Hook, NY, USA, 489-496.
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Schölkopf B Person, Sriperumbudur BK Person, Gretton A Person and Fukumizu K Person (August-2008) RKHS Representation of Measures Applied to Homogeneity, Independence, and Fourier Optics In: OWR 2008, 30. Oberwolfach Report, Mathematisches Forschungsinstitut, Oberwolfach-Walke, Germany, 42-44.
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Sriperumbudur BK Person, Gretton A Person, Fukumizu K Person, Lanckriet G and Schölkopf B Person (July-2008) Injective Hilbert Space Embeddings of Probability Measures In: COLT 2008, 21st Annual Conference on Learning Theory, Omnipress, Madison, WI, USA, 111-122.
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Sun X Person, Janzing D Person, Schölkopf B Person and Fukumizu K Person (June-2007) A Kernel-Based Causal Learning Algorithm In: ICML 2007, 24th Annual International Conference on Machine Learning, ACM Press, New York, NY, USA, 855-862.
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Fukumizu K Person, Bach F and Gretton A Person (May-2006) Statistical Convergence of Kernel CCA In: Advances in neural information processing systems 18, Nineteenth Annual Conference on Neural Information Processing Systems (NIPS 2005), MIT Press, Cambridge, MA, USA, 387-394.
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Fukumizu K Person (December-2005) Infinite dimensional exponential families by reproducing kernel Hilbert spaces In: IGAIA 2005, 2nd International Symposium on Information Geometry and its Applications, 324-333.
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Technical reports (1):

Fukumizu K Person, Bach F and Gretton A Person: Consistency of Kernel Canonical Correlation Analysis, 942, Institute of Statistical Mathematics, 4-6-7 Minami-azabu, Minato-ku, Tokyo 106-8569 Japan, (June-2005).
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Talks (1):

Fukumizu K Person, Gretton A Person and Smola A (July-2008): Painless Embeddings of Distributions: the Function Space View (Part 1), 25th International Conference on Machine Learning (ICML 2008), Helsinki, Finland.
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Last updated: Monday, 16.01.2012