Graphical Models (Oxford Statistical Science Series) 在線電子書 圖書標籤: 機器學習
發表於2024-12-24
Graphical Models (Oxford Statistical Science Series) 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024
The application of graph theory to modelling systems began in several scientific areas, among them statistical physics (the study of large particle systems), genetics (studying inheritable properties of natural species), and interactions in contingency tables. The use of graphical models in
statistics has increased considerably in these and other areas such as artificial intelligence, and the theory has been greatly developed and extended. This is the first comprehensive and authoritative account of the theory of graphical models. Written by a leading expert in the field, it contains
the fundamentals graph required and a thorough study of Markov properties associated with various type of graphs, the statistical theory of log-linear and graphical models, and graphical tables with mixed discrete-continuous variables in developed detail. Special topics, such as the application of
graphical models to probabilistic expert systems, are described briefly, and appendices give details of the multivariate normal distribution and of the theory of regular exponential families.
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Graphical Models (Oxford Statistical Science Series) 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024