Model Reduction Methods for Vector Autoregressive Processes

Therefore, he advo cated largely unrestricted reduced form multivariate time series models, unrestricted VAR models in particular. Unfortunately, the flexibility of these models causes severe problems: In an unrestricted VAR model, each variable is expressed as a linear function of lagged values of itself and all other variables in the system.