High-Dimensional Asymptotics of Prediction: Ridge Regression and Classification

Edgar Dobriban, Stefan Wager

We provide a unified analysis of the predictive risk of ridge regression and regularized discriminant analysis in a dense random effects model. We work in a high-dimensional asympt…