PUBLICATIONS

2016

Conferences

  1. Naoki Hayashi,Sumio Watanabe."A Real Log Canonical Threshold of Nonnegative Matrix Factorization and Its Application to Bayesian Learning", IBIS2016, IEICE Technical Report Vol.116, No.300, pp.215-220.(2016/11/17). in Japanese.

2017

Papers

  1. Naoki Hayashi, Sumio Watanabe. "Upper Bound of Bayesian Generalization Error in Non-Negative Matrix Factorization", Neurocomputing, Volume 266C, 29 November 2017, pp.21-28. doi: 10.1016/j.neucom.2017.04.068. (2016/12/13 submitted. 2017/8/7 published on web).

International Conferences

  1. Naoki Hayashi, Sumio Watanabe."Tighter Upper Bound of Real Log Canonical Threshold of Non-negative Matrix Factorization and its Application to Bayesian Inference." 2017 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2017), Honolulu, Hawaii, USA. Nov. 27 - Dec 1, 2017. (2017/11/28). Slide is here.

Conferences

  1. Naoki Hayashi, Sumio Watanabe. "Experimental Analysis of Real Log Canonical Threshold in Non-negative Matrix Factorization", Neurocomputing(NC), IEICE Technical Report, Vol.116, No.521, pp.85-90. (2017/3/13). in Japanese.
  2. Naoki Hayashi, Fumito Nakamura. "Experimental Analysis of Variational Bayesian Method in Model Selection of Gaussian Mixture Model by Singular Bayesian Information Criterion", Information-Based Induction Sciences and Machine Learning (IBISML), IEICE Technical Report, Vol.117, No.211, pp.19-26. (2017/9/15). in Japanese.
  3. Naoki Hayashi, Sumio Watanabe. "Real Log Canonical Threshold of Stochastic Matrix Factorization and its Application to Bayesian Learning", IBIS2017, IEICE Technical Report Vol.117, No.293, pp.23-30.(2017/11/9). in Japanese.

ERRATA REPORT

2017

Papers

  1. Errata in Discussion 5.2 of 2017/Paper/1; doi: 10.1016/j.neucom.2017.04.068.

OTHER PUBLICATIONS

2017

arXiv Preprint

  1. Naoki Hayashi, Sumio Watanabe. "Asymptotic Bayesian Generalization Error in a General Stochastic Matrix Factorization for Markov Chain and Bayesian Network", pp.1-36. (released on 2017/9/13, submitted to JMLR on 2017/12/4).