Safe preselection in lasso-type problems by cross-validation freezing

Linn Cecilie Bergersen, Ismaïl Ahmed, Arnoldo Frigessi +2

We propose a new approach to safe variable preselection in high-dimensional penalized regression, such as the lasso. Preselection - to start with a manageable set of covariates - h…