Sumio Watanabe
- Asymptotic Equivalence of Bayes Cross Validation and Widely Applicable Information Criterion in Singular Learning Theory
2010/04/14 by Sumio Watanabe, Watanabe, Sumio · 62 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and ELM #Statistical Methods and Inference
- A Widely Applicable Bayesian Information Criterion
2012/08/31 by Sumio Watanabe, Watanabe, Sumio · 39 citations
Computer Science · Mathematics · Physics and Astronomy · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Theoretical and Computational Physics
- Equations of States in Singular Statistical Estimation
2007/12/05 by Sumio Watanabe, Watanabe, Sumio · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #I.2.6 #Machine Learning (cs.LG) #Neural Networks and Applications #Statistical Methods and Inference
- Mathematical Theory of Bayesian Statistics for Unknown Information Source
2022/06/11 by Sumio Watanabe, Watanabe, Sumio · 1 citation
Computer Science · Physics and Astronomy · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Statistical Mechanics and Entropy #Statistics Theory (math.ST)
- Recent Advances in Algebraic Geometry and Bayesian Statistics
2022/11/18 by Sumio Watanabe, Watanabe, Sumio · 1 citation
Computer Science · Environmental Science · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Geochemistry and Geologic Mapping #Machine Learning (cs.LG) #Soil Geostatistics and Mapping #Statistics Theory (math.ST)
- Free energy of Bayesian Convolutional Neural Network with Skip Connection
2023/07/04 by Shuya Nagayasu, Sumio Watanabe, Nagayasu, Shuya +1 · 1 citation
Computer Science · #Neural Networks and Applications #Advanced Neural Network Applications #Face and Expression Recognition
- A Statistical Difference between Single-Layer Learning and Hierarchical Learning in Wide Neural Networks
2026/07/26 by Sumio Watanabe
#cs.LG #math.ST #stat.ML #stat.TH