Cross-Validated Loss-Based Covariance Matrix Estimator Selection in High Dimensions

Philippe Boileau, Nima S. Hejazi, Mark J. van der Laan +1

The covariance matrix plays a fundamental role in many modern exploratory and inferential statistical procedures, including dimensionality reduction, hypothesis testing, and regres…