Title: The EM Algorithm and Related Statistical Models (Statistics: A Series of Textbooks and Monographs)
Publisher: CRC Press
Publication Date: 2019
Language: English
ISBN 10: 0367394936
ISBN 13: 9780367394936
Binding: Soft cover
Condition: New

About this title

Synopsis

Exploring the application and formulation of the EM algorithm, The EM Algorithm and Related Statistical Models offers a valuable method for constructing statistical models when only incomplete information is available, and proposes specific estimation algorithms for solutions to incomplete data problems. The text covers current topics including statistical models with latent variables, as well as neural network models, and Markov Chain Monte Carlo methods. It describes software resources valuable for the processing of the EM algorithm with incomplete data and for general analysis of latent structure models of categorical data, and studies accelerated versions of the EM algorithm.

About the Author

Michiko Watanabe, Kazunori Yamaguchi

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