From Cross-Validation to SURE: Asymptotic Risk of Tuned Regularized Estimators

Karun Adusumilli, Maximilian Kasy, Ashia Wilson

We derive the asymptotic risk function of regularized empirical risk minimization (ERM) estimators tuned by $n$-fold cross-validation (CV). The out-of-sample prediction loss of suc…