Kyushu University Academic Staff Educational and Research Activities Database
Researcher information
Jun'ichi Takeuchi Last modified date:2012.10.17



Graduate School
Undergraduate School


Homepage
http://www-kairo.csce.kyushu-u.ac.jp/~tak/homepage.ja.html.
Academic Degree
Dr.Eng
Field of Specialization
Learning Theory, Information Theory, Machine Learning
Research
Research Interests
  • Information-Based Induction Sciences and its Application
    keyword : Learning Theory, Information Theory, Stochastic Complexity, Information Geometry, Machine Learning, Super Resulution, Network Security
    2006.04.
Academic Activities
Papers
1. J. Takeuchi, T. Kawabata, & A. R. Barron,Properties of Jeffreys mixture of Markov Sources,IEEE transactions on Information Theory,accepted for publication, August 2007.
2. J. Takeuchi,Characterization of the Bayes estimator and the MDL estimator for exponential families,IEEE transactions on Information Theory,Vol. 43, No. 4, pp. 1165-1174, 1997,1997.01.
3. J. Takeuchi, N. Abe, & S. Amari,The Lob-Pass problem,Journal of Computer and System Sciences,2000.03.
4. K. Yamanishi, J. Takeuchi, G. Williamas, & P. Milne,On-line Unsupervised Oultlier Detection Using Finite Mixtures with Discounting Learning Algorithms,Data Mining and Knowleged Discovery Journal,8 (3): 275-300,2004.05.
5. J. Takeuchi & S. Amari,α-Parallel Prior and Its Properties,IEEE transactions on Information Theory,Vol. 51, No. 3, pp. 1011-1023,2005.03.
6. J. Takeuchi & K. Yamanishi,A Unifying Framework for Detecting Outliers and Change Points from Non-Stationary Time Series Data,IEEE transactions on Knowledge and Data Engineering,Vol. 18, No. 4, pp.482-489,2006.04.