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Publication search results
found 116 matches
- 2024
- Sumio Watanabe:
Review and Prospect of Algebraic Research in Equivalent Framework between Statistical Mechanics and Machine Learning Theory. CoRR abs/2406.10234 (2024) - 2023
- Shuya Nagayasu, Sumio Watanabe:
Free Energy of Bayesian Convolutional Neural Network with Skip Connection. ACML 2023: 927-942 - Naoki Yoshida, Sumio Watanabe:
Upper Bound of Real Log Canonical Threshold of Tensor Decomposition and its Application to Bayesian Inference. CoRR abs/2303.05731 (2023) - Shuya Nagayasu, Sumio Watanabe:
Bayesian Free Energy of Deep ReLU Neural Network in Overparametrized Cases. CoRR abs/2303.15739 (2023) - Shuya Nagayasu, Sumio Watanabe:
Free energy of Bayesian Convolutional Neural Network with Skip Connection. CoRR abs/2307.01417 (2023) - 2022
- Shuya Nagayasu, Sumio Watanabe:
Asymptotic behavior of free energy when optimal probability distribution is not unique. Neurocomputing 500: 528-536 (2022) - Takumi Watanabe, Sumio Watanabe:
Asymptotic Behavior of Bayesian Generalization Error in Multinomial Mixtures. CoRR abs/2203.06884 (2022) - Sumio Watanabe:
Mathematical Theory of Bayesian Statistics for Unknown Information Source. CoRR abs/2206.05630 (2022) - Sumio Watanabe:
Recent Advances in Algebraic Geometry and Bayesian Statistics. CoRR abs/2211.10049 (2022) - 2020
- Natsuki Kariya, Sumio Watanabe:
Testing Homogeneity for Normal Mixture Models: Variational Bayes Approach. IEICE Trans. Fundam. Electron. Commun. Comput. Sci. 103-A(11): 1274-1282 (2020) - Naoki Hayashi
, Sumio Watanabe:
Asymptotic Bayesian Generalization Error in Latent Dirichlet Allocation and Stochastic Matrix Factorization. SN Comput. Sci. 1(2): 69 (2020) - 2017
- Naoki Hayashi
, Sumio Watanabe:
Upper bound of Bayesian generalization error in non-negative matrix factorization. Neurocomputing 266: 21-28 (2017) - Masahiro Kohjima, Sumio Watanabe:
Phase Transition Structure of Variational Bayesian Nonnegative Matrix Factorization. ICANN (2) 2017: 146-154 - Naoki Hayashi
, Sumio Watanabe:
Tighter upper bound of real log canonical threshold of non-negative matrix factorization and its application to Bayesian inference. SSCI 2017: 1-8 - Naoki Hayashi, Sumio Watanabe:
Upper Bound of Bayesian Generalization Error in Stochastic Matrix Factorization. CoRR abs/1709.04212 (2017) - 2016
- Natsuki Koda, Sumio Watanabe:
Interpretation Method of Nonlinear Multilayer Principal Component Analysis by Using Sparsity and Hierarchical Clustering. ICMLA 2016: 1063-1066 - Naoki Hayashi, Sumio Watanabe:
Upper Bound of Bayesian Generalization Error in Non-negative Matrix Factorization. CoRR abs/1612.04112 (2016) - 2015
- Sumio Watanabe:
Bayesian Cross Validation and WAIC for Predictive Prior Design in Regular Asymptotic Theory. CoRR abs/1503.07970 (2015) - 2014
- Sumio Yoshizaki, Toshiaki Umemura, Kaori Tanaka, Kunitomo Watanabe, Masahiro Hayashi, Yoshinori Muto:
Genome-wide evidence of positive selection in Bacteroides fragilis. Comput. Biol. Chem. 52: 43-50 (2014) - 2013
- Sumio Watanabe:
A widely applicable Bayesian information criterion. J. Mach. Learn. Res. 14(1): 867-897 (2013) - Shigehiro Ohara, Keisuke Yamazaki, Sumio Watanabe:
A Geometric Evaluation of Self-Organizing Map and Application to City Data Analysis. MIWAI 2013: 165-174 - 2012
- Koshi Yamada, Sumio Watanabe:
Statistical Learning Theory of Quasi-Regular Cases. IEICE Trans. Fundam. Electron. Commun. Comput. Sci. 95-A(12): 2479-2487 (2012) - Koshi Yamada, Sumio Watanabe:
Information criterion for variational Bayes learning in regular and singular cases. SCIS&ISIS 2012: 1551-1555 - Sumio Watanabe:
A Widely Applicable Bayesian Information Criterion. CoRR abs/1208.6338 (2012) - Keisuke Yamazaki, Sumio Watanabe:
Stochastic complexity of Bayesian networks. CoRR abs/1212.2511 (2012) - 2011
- Daisuke Kaji, Sumio Watanabe:
Two design methods of hyperparameters in variational Bayes learning for Bernoulli mixtures. Neurocomputing 74(11): 2002-2007 (2011) - 2010
- Daisuke Kaji, Kazuho Watanabe, Sumio Watanabe:
Phase Transition of Variational Bayes Learning in Bernoulli Mixture. Aust. J. Intell. Inf. Process. Syst. 11(4) (2010) - Sumio Watanabe:
Equations of States in Statistical Learning for an Unrealizable and Regular Case. IEICE Trans. Fundam. Electron. Commun. Comput. Sci. 93-A(3): 617-626 (2010) - Sumio Watanabe:
Asymptotic Equivalence of Bayes Cross Validation and Widely Applicable Information Criterion in Singular Learning Theory. J. Mach. Learn. Res. 11: 3571-3594 (2010) - Sumio Watanabe:
Equations of states in singular statistical estimation. Neural Networks 23(1): 20-34 (2010)
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