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

350 Pages·2021·11.111 MB·English
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by Junichiro Hagiwara| 2021| 350 pages| 11.111| English

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

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.

Detailed Information

Author:Junichiro Hagiwara
Publication Year:2021
ISBN:9789811607103
Pages:350
Language:English
File Size:11.111
Format:PDF
Price:FREE
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