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Dynamic Time Series Models using R-INLA
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Dynamic Time Series Models using R-INLA : An Applied Perspective

Book Details

Format Hardback or Cased Book
ISBN-10 036765427X
ISBN-13 9780367654276
Publisher Taylor & Francis Ltd
Imprint Chapman & Hall/CRC
Country of Manufacture GB
Country of Publication GB
Publication Date Aug 10th, 2022
Print length 282 Pages
Weight 754 grams
Dimensions 18.20 x 26.00 x 2.20 cms
Product Classification: Probability & statistics
Ksh 17,100.00
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This Book is the outcome of a joint effort to systematically describe the use of R-INLA for analysing time series and showcasing the code and description by several examples. This book introduces the underpinnings of R-INLA and the tools needed for modelling different types of time series using an approximate Bayesian framework.

Dynamic Time Series Models using R-INLA: An Applied Perspective is the outcome of a joint effort to systematically describe the use of R-INLA for analysing time series and showcasing the code and description by several examples. This book introduces the underpinnings of R-INLA and the tools needed for modelling different types of time series using an approximate Bayesian framework.

The book is an ideal reference for statisticians and scientists who work with time series data. It provides an excellent resource for teaching a course on Bayesian analysis using state space models for time series.

Key Features:

  • Introduction and overview of R-INLA for time series analysis.
  • Gaussian and non-Gaussian state space models for time series.
  • State space models for time series with exogenous predictors.
  • Hierarchical models for a potentially large set of time series.
  • Dynamic modelling of stochastic volatility and spatio-temporal dependence.

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