Robust Variable Selection and Estimation Via Adaptive Elastic Net S-Estimators for Linear Regression

David Kepplinger

Heavy-tailed error distributions and predictors with anomalous values are ubiquitous in high-dimensional regression problems and can seriously jeopardize the validity of statistica…