Commandeur & Koopman, State Space Time Series Analysis
The attached zip has the examples and data sets from Commandeur & Koopman, An Introduction to State Space Time Series Analysis, Oxford University Press 2007. These are all examples of the use of the DLM instruction for analyzing state space models; in almost all cases, these are applications of structural time series models (local level or local trend with or without seasonality) which decompose a time series into the sum of two or more uncorrelated components. The examples are the most straightforward of any from the books that we have on the subject.
This book is available for purchase from Estima. For more information, see http://www.estima.com/textbook_commandeur.shtml.
This book is available for purchase from Estima. For more information, see http://www.estima.com/textbook_commandeur.shtml.
| Example | Description | RATS Level |
| chapter1.rpf | Descriptive statistics;graphs | Basic |
| chapter2_norway.rpf | Local level model, estimation of variances | Intermediate |
| chapter2_uk.rpf | Local level model | Intermediate |
| chapter3_finland.rpf | Local trend model, estimation, Kalman smoothing | Intermediate |
| chapter3_uk.rpf | Local trend model, estimation, Kalman smoothing | Intermediate |
| chapter4_inflation.rpf | UC model with seasonal | Intermediate |
| chapter4_uk.rpf | UC model with seasonal | Intermediate |
| chapter5_uk.rpf | Local level model with exogenous shift | Intermediate |
| chapter6_uk.rpf | Local level model with intervention variable | Intermediate |
| chapter7_inflation.rpf | Seasonal model with intervention variables | Intermediate |
| chapter7_uk.rpf | Seasonal model with exogenous shifts | Intermediate |
| chapter8_nor_fin_forecast.rpf | Local trend model, out-of-sample predictions | Intermediate |
| chapter8_norway.rpf | Local level model, out-of-sample predictions | Intermediate |
| chapter8_uk_diags.rpf | UC model with seasonal; diagnostics | Intermediate |
| chapter8_uk_forecast.rpf | UC model with seasonal; out-of-sample predictions | Intermediate |
| chapter8_uk_missing.rpf | UC model with seasonal; missing data handling | Intermediate |
| chapter8_uk.rpf | UC model with seasonal | Intermediate |
| chapter9_bivariate.rpf | Seasonal model with multiple observables | Advanced |