High-dimensional Newey-Powell Test Via Approximate Message Passing

Jing Zhou, Hui Zou

We propose a high-dimensional extension of the heteroscedasticity test proposed in Newey and Powell (1987). Our test is based on expectile regression in the proportional asymptotic…