On the Spectrum of Random Features Maps of High Dimensional Data

Zhenyu Liao, Romain Couillet

Abstract: Random feature maps are ubiquitous in modern statistical machine learning, where they generalize random projections by means of powerful, yet often difficult to analyze nonlinear operators. In this...