Review and Prospect of Algebraic Research in Equivalent Framework between Statistical Mechanics and Machine Learning Theory

S Watanabe - arXiv preprint arXiv:2406.10234, 2024 - arxiv.org
Mathematical equivalence between statistical mechanics and machine learning theory has
been known since the 20th century, and researches based on such equivalence have …

W-kernel and essential subspace for frequencist's evaluation of Bayesian estimators

Y Iba - arXiv preprint arXiv:2311.13017, 2023 - arxiv.org
The posterior covariance matrix W defined by the log-likelihood of each observation plays
important roles both in the sensitivity analysis and frequencist's evaluation of the Bayesian …

[PDF][PDF] 論文解説: WAIC による過剰パラメータモデルの汎化誤差推定

奥野彰文, 矢野恵佑 - jxiv.jst.go.jp
論文解説:WAIC による過剰パラメータモデルの汎化誤差推定 Page 1 論文解説:WAIC による過剰
パラメータモデルの汎化誤差推定 奥野彰文 ∗1,2, 矢野恵佑 3 1 統計数理研究所統計思考院, 2 …