9781584885733

Hidden Markov Models for Time Series: An Introduction Using R

  • ISBN 13:

    9781584885733

  • ISBN 10:

    1584885734

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 04/28/2009
  • Publisher: Chapman & Hall/

Note: Not guaranteed to come with supplemental materials (access cards, study guides, lab manuals, CDs, etc.)

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Summary

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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