Nonparametric Independence Screening via Favored Smoothing Bandwidth

Yang Feng, Yichao Wu, Leonard Stefanski

We propose a flexible nonparametric regression method for ultrahigh-dimensional data. As a first step, we propose a fast screening method based on the favored smoothing bandwidth o…