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- W3207412712 abstract "Abstract We review sublinear modeling in probabilistic graphical models by statistical mechanical informatics and statistical machine learning theory. Our statistical mechanical informatics schemes are based on advanced mean-field methods including loopy belief propagations. This chapter explores how phase transitions appear in loopy belief propagations for prior probabilistic graphical models. The frameworks are mainly explained for loopy belief propagations in the Ising model which is one of the elementary versions of probabilistic graphical models. We also expand the schemes to quantum statistical machine learning theory. Our framework can provide us with sublinear modeling based on the momentum space renormalization group methods." @default.
- W3207412712 created "2021-10-25" @default.
- W3207412712 creator A5067614812 @default.
- W3207412712 date "2021-10-20" @default.
- W3207412712 modified "2023-10-17" @default.
- W3207412712 title "Review of Sublinear Modeling in Probabilistic Graphical Models by Statistical Mechanical Informatics and Statistical Machine Learning Theory" @default.
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