We present results on asymptotic consistency of banded autocovariance matrices under the Frobenius norm and provide a theoretical justi cation on optimal band selection using cross-validation.
The cross-validation loss function for banded prediction is related to the conditional mean square prediction error (MSPE) and, thus, may be viewed as an alternative model selection criterion.