Approximate Cross-Validation in High Dimensions with Guarantees

William T. Stephenson, Tamara Broderick

Abstract: Leave-one-out cross-validation (LOOCV) can be particularly accurate among cross-validation (CV) variants for machine learning assessment tasks – e.g., assessing methods’ error or variability. But i...