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Hidden Markov Models for Time Series: An Introduction Using R

ISBN: 9781584885733 | 1584885734
Edition: 1st
Format: Hardcover
Publisher: Chapman & Hall/
Pub. Date: 4/28/2009

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This book illustrates the wonderful flexibility of HMMs as general-purpose models for time series data. It presents an accessible overview of HMMs for analyzing time series data, from continuous-valued, circular, and multivariate series to binary data, bounded and unbounded counts, and categorical observations. It explores a variety of applications in animal behavior, finance, epidemiology, climatology, and sociology. The authors discuss how to employ the freely available computing environment R to carry out computations for parameter estimation, model selection and checking, decoding, and forecasting. They provide all of the data sets analyzed in the text online.


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