Hidden Markov Models for Time Series: An Introduction Using R, Second Edition (2) (Chapman & Hall/CRC Monographs on Statistics and Applied Probability #150)
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- Synopsis
- Hidden Markov Models for Time Series: An Introduction Using R, Second Edition illustrates the great flexibility of hidden Markov models (HMMs) as general-purpose models for time series data. The book provides a broad understanding of the models and their uses. After presenting the basic model formulation, the book covers estimation, forecasting, decoding, prediction, model selection, and Bayesian inference for HMMs. Through examples and applications, the authors describe how to extend and generalize the basic model so that it can be applied in a rich variety of situations. The book demonstrates how HMMs can be applied to a wide range of types of time series: continuous-valued, circular, multivariate, binary, bounded and unbounded counts, and categorical observations. It also discusses how to employ the freely available computing environment R to carry out the computations. Features Presents an accessible overview of HMMs Explores a variety of applications in ecology, finance, epidemiology, climatology, and sociology Includes numerous theoretical and programming exercises Provides most of the analysed data sets online New to the second edition A total of five chapters on extensions, including HMMs for longitudinal data, hidden semi-Markov models and models with continuous-valued state process New case studies on animal movement, rainfall occurrence and capture-recapture data
- Copyright:
- 2016
Book Details
- Book Quality:
- Publisher Quality
- Book Size:
- 370 Pages
- ISBN-13:
- 9781315355207
- Related ISBNs:
- 9781032179490, 9781315372488, 9781482253832
- Publisher:
- CRC Press
- Date of Addition:
- 09/18/23
- Copyrighted By:
- Walter Zucchini, Iain L. MacDonald, Roland Langrock
- Adult content:
- No
- Language:
- English
- Has Image Descriptions:
- No
- Categories:
- Nonfiction, Mathematics and Statistics
- Submitted By:
- Bookshare Staff
- Usage Restrictions:
- This is a copyrighted book.
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- by Walter Zucchini
- by Iain L. MacDonald
- by Roland Langrock
- in Nonfiction
- in Mathematics and Statistics