The EM Algorithm and Related Statistical Models: 1st Edition (Hardback) book cover

The EM Algorithm and Related Statistical Models

1st Edition

Edited by Michiko Watanabe, Kazunori Yamaguchi

CRC Press

250 pages

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Hardback: 9780824747015
pub: 2003-10-15
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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 Series

Statistics: A Series of Textbooks and Monographs

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Subject Categories

BISAC Subject Codes/Headings:
COMPUTERS / Programming / Algorithms
MATHEMATICS / Probability & Statistics / General