Out-of-sample error estimate for robust M-estimators with convex penalty

Pierre C Bellec

A generic out-of-sample error estimate is proposed for robust $M$-estimators regularized with a convex penalty in high-dimensional linear regression where $(X,y)$ is observed and $…