Taming Nonconvexity in Kernel Feature Selection -- Favorable Properties of the Laplace Kernel

Feng Ruan, Keli Liu, Michael I. Jordan

Kernel-based feature selection is an important tool in nonparametric statistics. Despite many practical applications of kernel-based feature selection, there is little statistical…