Abstract
This article uses algebraic arguments to cast light on the solution of vector
autoregressive models in the presence of unit roots. First, the linear case and then the multi-lag specification are investigated. Clear-cut representations of the model solutions are obtained, closed-form expressions of the coefficient matrices are provided, and integration features and cointegration mechanisms for stationarity recovery are elucidated.
Original language | English |
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Pages (from-to) | 3704-3721 |
Number of pages | 18 |
Journal | COMMUNICATIONS IN STATISTICS. THEORY AND METHODS |
DOIs | |
Publication status | Published - 2012 |
Keywords
- Drazin inverse
- Integrated solution
- Laurent expansion
- Stationarity recovery
- Vector autoregressive model