A Power Analysis for Model-X Knockoffs with ${\ell }_p$-Regularized Statistics

Asaf Weinstein, Weijie J. Su, Małgorzata Bogdan +2

Variable selection properties of procedures utilizing penalized-likelihood estimates is a central topic in the study of high dimensional linear regression problems. Existing litera…