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The EM Algorithm and Related Statistical Models

The EM Algorithm and Related Statistical Models

Paperback

Series: Statistics: A Textbooks and Monographs, Book 170

Technology & EngineeringGeneral MathematicsProbability & Statistics

ISBN10: 0367394936
ISBN13: 9780367394936
Publisher: CRC Press
Published: Oct 17 2019
Pages: 216
Weight: 0.85
Height: 0.50 Width: 6.00 Depth: 8.90
Language: English
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.


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