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Sumio Watanabe

  1. 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
  2. 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
  3. 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
  4. 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)
  5. 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)
  6. 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
  7. 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