圖書標籤: 機器學習 數據挖掘 圖模型 統計學習 Statistics Data-Mining
发表于2024-12-24
Linear and Graphical Models pdf epub mobi txt 電子書 下載 2024
In the last decade, graphical models have become increasingly popular as a statistical tool. This book is the first which provides an account of graphical models for multivariate complex normal distributions. Beginning with an introduction to the multivariate complex normal distribution, the authors develop the marginal and conditional distributions of random vectors and matrices. Then they introduce complex MANOVA models and parameter estimation and hypothesis testing for these models. After introducing undirected graphs, they then develop the theory of complex normal graphical models including the maximum likelihood estimation of the concentration matrix and hypothesis testing of conditional independence.
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Linear and Graphical Models pdf epub mobi txt 電子書 下載 2024