Bounds on the prediction error of penalized least squares estimators with convex penalty

Pierre C. Bellec, Alexandre B. Tsybakov

This paper considers the penalized least squares estimator with arbitrary convex penalty. When the observation noise is Gaussian, we show that the prediction error is a subgaussian…