Name: linear and graphical models
Price: 98.66 EUR
Availability: InStock
Author: andersen,hojbjerre,sorensen,eriksen
ISBN: 9780387945217

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Type

Physical Book

Publisher

Springer

Author

andersen,hojbjerre,sorensen,eriksen

Language

English

ISBN

0387945210

ISBN13

9780387945217

Synopsis "linear and graphical models"

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.