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Inference in Hidden Markov Models
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Inference in Hidden Markov Models

1st ed. 2005. Corr. 2nd printing 2007

Book Details

Format Hardback or Cased Book
ISBN-10 0387402640
ISBN-13 9780387402642
Edition 1st ed. 2005. Corr. 2nd printing 2007
Publisher Springer-Verlag New York Inc.
Imprint Springer-Verlag New York Inc.
Country of Manufacture US
Country of Publication GB
Publication Date Aug 4th, 2005
Print length 653 Pages
Weight 1,166 grams
Dimensions 24.20 x 15.80 x 4.20 cms
Ksh 39,600.00
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Hidden Markov models have become a widely used class of statistical models with applications in diverse areas such as communications engineering, bioinformatics, finance and many more.

This book is a comprehensive treatment of inference for hidden Markov models, including both algorithms and statistical theory. Topics range from filtering and smoothing of the hidden Markov chain to parameter estimation, Bayesian methods and estimation of the number of states. In a unified way the book covers both models with finite state spaces and models with continuous state spaces (also called state-space models) requiring approximate simulation-based algorithms that are also described in detail. Many examples illustrate the algorithms and theory. This book builds on recent developments to present a self-contained view.


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