Consistent estimation of the order of autoregressive models

We consider the estimation of the unknown order of the autoregressive (AR) model obeyed by a finite time series of length N given only that it obeys a finite order AR model. We derive a family of consistent schemes for estimating the unknown order. We give explicit upperbounds for the probability of error of the decision rules.