Shrinkage estimators for prediction out-of-sample: Conditional performance

Nina Huber, Hannes Leeb

We find that, in a linear model, the James-Stein estimator, which dominates the maximum-likelihood estimator in terms of its in-sample prediction error, can perform poorly compared…