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The EM Algorithm and Related Statistical Models: 170 (Statistics: A Series of Textbooks and Monographs) - Hardcover

Book 17 of 88: Statistics: A Series of Textbooks and Monographs
 
9780824747015: The EM Algorithm and Related Statistical Models: 170 (Statistics: A Series of Textbooks and Monographs)
Hardcover
ISBN 10: 0824747011 ISBN 13: 9780824747015
Publisher: CRC Press, 2019

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.

"synopsis" may belong to another edition of this title.

About the Author

Michiko Watanabe, Kazunori Yamaguchi

From the Back Cover

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 this title" may belong to another edition of this title.

Publisher
CRC Press
Publication date
2019
Language
English
ISBN 10 
0824747011
ISBN 13 
9780824747015
Binding
Hardcover
Edition number
1
Number of pages
216
Editor
Watanabe Michiko, Yamaguchi Kazunori

Other Popular Editions of the Same Title

9780367394936: The EM Algorithm and Related Statistical Models: 170 (Statistics: A Series of Textbooks and Monographs)

Featured Edition

ISBN 10:  0367394936 ISBN 13:  9780367394936
Publisher: CRC Press, 2019
Softcover