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Time series : modeling, computation, and inference /

"Focusing on Bayesian approaches and computations using up-to-date simulation-based methods for inference, Time Series: Modeling, Computation, and Inference integrates mainstream approaches for time series modeling with significant recent developments in methodology and applications of time ser...

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Bibliographic Details
Main Author: Prado, Raquel
Other Authors: West, Mike
Format: Printed Book
Language:English
Published: Boca Raton : CRC Press, c2010.
Series:Texts in statistical science.
Subjects:
Table of Contents:
  • Notation, definitions, and basic inference
  • Traditional time domain models
  • The frequency domain
  • Dynamic linear models
  • State-space TVAR models
  • SMC methods for state-space models
  • Mixture models in time series
  • Topics and examples in multiple time series
  • Vector AR and ARMA models
  • Multivariate DLMs and covariance models.