The EM Algorithm and Related Statistical Models (Statistics: A Series Of Textbooks And Monographs #170)

By: Michiko Watanabe and Kazunori Yamaguchi

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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.

Book Quality:: Publisher Quality
ISBN-13:: 9781135524661
Related ISBNs:: 9780429223617, 9780367394936, 9780367394936, 9780824747015, 9780824747015
Publisher:: CRC Press
Date of Addition:: 05/23/20
Copyrighted By:: Marcel Dekker
Adult content:: No
Language:: English
Has Image Descriptions:: No
Categories:: Nonfiction, Computers and Internet, Mathematics and Statistics
Submitted By:: Bookshare Staff
Usage Restrictions:: This is a copyrighted book.
Edited by:: Michiko Watanabe
Edited by:: Kazunori Yamaguchi