The EM Algorithm and Related Statistical Models (Statistics: a Series of Textbooks and Monogrphs)
By Michiko Watanabe, Kazunori Yamaguchi
Publisher: CRC
Number Of Pages: 250
Publication Date: 2003-10-15
ISBN-10 / ASIN: 0824747011
ISBN-13 / EAN: 9780824747015
Binding: Hardcover
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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