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Hidden Markov Models for Time Series: An Introduction Using R (Monographs on Statistics and Applied Probability)

Hidden Markov Models for Time Series: An Introduction Using R (Monographs on Statistics and Applied Probability)

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Hidden Markov Models for Time Series: An Introduction Using R (Monographs on Statistics and Applied Probability)

Hidden Markov Models for Time Series: An Introduction Using R (Monographs on Statistics and Applied Probability) Summary:

 
By Walter Zucchini, Iain L. MacDonald
  • Publisher:   Chapman & Hall/CRC
  • Number Of Pages:   269
  • Publication Date:   2009-04-28
  • ISBN-10 / ASIN:   1584885734
  • ISBN-13 / EAN:   9781584885733
Product Description:

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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