Examples and exercises from "An Introduction to State Space Time Series Analysis", Koopman & Commandeur (2007).
Excellent resources on replicating this text already exist:
- Shigeru Ono: Beautiful code, but the text is in Japanese, and not sure that the translation does justice to the author's dry humor.
- Radhakrishna: I have not read through this yet, but looks detailed and meticulous.
- Chapter 2: The local level model
- Chapter 3: The local linear trend model
- Chapter 4: The local level model with seasonal
- Chapter 5: The local level model with explanatory variables
- Chapter 6: The local level model with intervention variables
- Chapter 7: The UK seat belt and inflation models
- Chapter 8: General treatment of univariate state space models
- Chapter 9: Multivariate time series analysis
- Chapter 10: State space and Box-Jenkins models for time series analysis
- Chapter 11: State space modeling in practice