論文

• Kazuho Watanabe, Shiga Motoki, SUMIO WATANABE. Upper bound for variational free energy of Bayesian networks, Machine Learning, Vol. 75, No. 2, pp. 199-215, Feb. 2009.
• KAZUHO WATANABE, SUMIO WATANABE. Stochastic complexities of general mixture models in variational Bayesian learning, Neural Networks, Vol. 20, No. 2, pp. 210-217, Mar. 2007.
• KAZUHO WATANABE, SUMIO WATANABE. Estimating the Data Region Using Minimum and Maximum Values, Interdisciplinary Information Sciences, Vol. 13, No. 2, pp. 151-161, 2007.
• KAZUHO WATANABE, SUMIO WATANABE. Stochastic complexities of gaussian mixtures in variational bayesian approximation, Journal of Machine Learning Research, Vol. 7, pp. 625-644, Feb. 2006.

国際会議発表 (査読有り)

• KAZUHO WATANABE, SUMIO WATANABE. Variational Bayesian Algorithm and Stochastic Complexity for Mixture Models, Proc. of ICONIP2005, Mar. 2008.
• SUMIO WATANABE, KAZUHO WATANABE. Stochastic complexity for mixture of exponential families in generalized variational Bayes, Theoretical Computer Science, Vol. 387, pp. 4-17, 2007.
• Tikara Hosino, KAZUHO WATANABE, SUMIO WATANABE. Free Energy of Stochastic Context Free Grammar on Variational Bayes, Proc. of ICONIP, Vol. 1, pp. 407-416, Dec. 2006.
• KAZUHO WATANABE, SUMIO WATANABE. Variational bayesian stochastic complexity of mixture models, Advances in Neural Information Processing Systems, Proc. of Advances in Neural Information Processing Systems, The MIT Press, Vol. 18, pp. 1465-1472, Dec. 2006.
• KAZUHO WATANABE, Motoki Shiga, SUMIO WATANABE. Upper bounds for variational stochastic complexities of Bayesian networks, International Conference on Intelligent Data Engineering and Automated Learning, Proc. of International Conference on Intelligent Data Engineering and Automated Learning, pp. 139-146, Dec. 2006.
• KAZUHO WATANABE, SUMIO WATANABE. Variational Bayesian Stochastic Complexity of Mixture Models, Proc. of Advances in Neural Information Processing Systems, 2006.
• KAZUHO WATANABE, SUMIO WATANABE. Stochastic complexity for mixture of exponential families in variational bayes, Proc. of ALT2005, 2005.
• KAZUHO WATANABE, SUMIO WATANABE. On Variational Bayes Algorithms for Exponential Family Mixtures, Proc. of International Symposium on Nonlinear Theory and its Applications, 2005.
• TIKARA HOSHINO, KAZUHO WATANABE, SUMIO WATANABE. Stochastic Complexity of Variational Bayesian Hidden Markov Models, Proc. of IJCNN, 2005.

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