Excess Optimism: How Biased is the Apparent Error of an Estimator Tuned by SURE?

Ryan J. Tibshirani, Saharon Rosset

Nearly all estimators in statistical prediction come with an associated tuning parameter, in one way or another. Common practice, given data, is to choose the tuning parameter valu…