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

2021 ed.

Book Details

Format Paperback / Softback
ISBN-10 9811607133
ISBN-13 9789811607134
Edition 2021 ed.
Publisher Springer Verlag, Singapore
Imprint Springer Verlag, Singapore
Country of Manufacture GB
Country of Publication GB
Publication Date Sep 1st, 2022
Print length 347 Pages
Weight 558 grams
Dimensions 15.60 x 23.30 x 2.10 cms
Ksh 19,000.00
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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.
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/particle filter. The reader is given insight on flexible modeling in modern time series analysis. The main topics of the book deal with the state-space model, covering extensively, from introductory and exploratory methods to the latest advanced topics such as real-time structural change detection. Additionally, a practical exercise using R/Stan based on real data promotes understanding and enhances the reader''s analytical capability.  


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