For purely autoregressive models (j = 0), ordinary least squares (OLS) is used to consistently estimate . For ARMA models, consistent estimates are obtained by the iterated least squares recursion ...

N, which is written Notice that the transformed model has not lost any observations (Seely and Zyskind 1971). The second step in estimating the covariance matrix V is to apply ordinary least squares ...