Time Series Analysis for the State-Space Model with R/Stan

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This book provides a comprehensive and concrete illustration of time series analysis focusing on the state-space model, which has recently attracted increasing attention in a broad range of fields. The major feature of the book lies in its consistent Bayesian treatment regarding whole combinations of batch and sequential solutions for linear Gaussian and general state-space models: MCMC and Kalman...
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This book provides a comprehensive and concrete illustration of time series analysis focusing on the state-space model, which has recently attracted increasing attention in a broad range of fields. The major feature of the book lies in its consistent Bayesian treatment regarding whole combinations of batch and sequential solutions for linear Gaussian and general state-space models: MCMC and Kalman...
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  • Formats: pdf
  • ISBN: 9789811607110
  • Publication Date: 30 Aug 2021
  • Publisher: Springer Nature Singapore
  • Product language: English
  • Drm Setting: DRM