Selected talks by Kenji Fukumizu

• Kernel Method for Bayesian Inference. slides
  Invited talk at 2nd Asian Conference on Machine Learning (ACML2010) (Tokyo, Nov, 8-10, 2010).

• Dependence analysis with reproducing kernel Hilbert spaces. slides
  Invited talk at 7th World Congress on Probability and Statistics (Singapore, July 14-19, 2008).

• Tutorial in ICML2008 (Helsinki, 2008 July). Painless embeddings of distributions: the function space view.
  with A. Gretton and A. Smola. Tutorial home page
  

• Exponential families with reproducing kernels and their application to statistical estimation. slides (Only the title page is in Japanese)
  Seminar on Probability and Statistics, Tokyo University (Tokyo, June 12, 2008).

• Independence, conditional independence, and characteristic kernels. slides
  GIF/PASCAL Workshop on Causal and Probabilistic Learning (Tuebingen, May 15-16, 2008)

• Reproducing Kernel Exponential Manifold: Estimation and Geometry. slides
  Invited talk at Mathematical explorations in contemporary Statistics (Sestri Levante, Italy, 2008 May 19-20)

• Learning Causal Structure with Kernel-based Dependence Measures. slides
  International Workshop on the Interface between Statistical Causal Inference and Bayesian Networks. (Yokohama, Japan, Nov.3-4, 2007)

• Lecture at Machine Learning Summer School 2007 (Tuebingen).
  Kernel Methods for Dependence and Causality. slides video lecture

• Reproducing Kernel Hilbert Spaces and Statistical Learning. (in Japanese) Talk AIG - Data Mining and Statistical Mathematics. July 11, 2006.
  slides in Japanese

• Introduction to kernel methods for nonlinear data analysis. (in Japanese) Talk at ROIS Cross-Talk.
  slides in Japanese

• Fukumizu, K. "Nonlinear data analysis using reproducing kernel Hilbert spaces". (in Japanese) Talk at Dept. of Mathematics, Nagoya University.
  slides in Japanese

• Fukumizu, K. "Dimension Reduction for Regression with Reproducing Kernels". Berkeley Statistical Colloquium. Mar. 18, 2003. (Joint work with M.Jordan and F.Bach)
  pdf, html

• Fukumizu, K. "Singularities in the Geometry of Statistical Inference". American Mathematical Society, Sectional Meeting. Oct. 12-13, 2002. University of Wisconsin.
  Slides

• Fukumizu, K. "Singularities of Statstical Models: from estimation viewpoint". Information Geometry and its Applications. July 1-5, 2002. Pescara, Italy.
  Slides