Linear and Graphical Models 在线电子书 图书标签: 机器学习 数据挖掘 图模型 统计学习 Statistics Data-Mining
发表于2024-11-26
Linear and Graphical Models 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 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 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024