Efficient Empirical Bayes prediction under check loss using Asymptotic Risk Estimates

Gourab Mukherjee, Lawrence D. Brown, Paat Rusmevichientong

We develop a novel Empirical Bayes methodology for prediction under check loss in high-dimensional Gaussian models. The check loss is a piecewise linear loss function having differ…