Before revision:  To address this issue, we review recently proposed covariance matrix estimators and suggest a multi-fold cross-validation technique for selecting the necessary tuning parameters within each method.
After revision:  To address this issue, we review recently proposed efficient estimation methods for the covariance matrix and extend the literature by suggesting a multi-fold cross-validation technique for selecting the necessary tuning parameters within each method.