On a class of high dimensional linear regression methods with debiasing and thresholding

Ying-Ao Wang, Yunyi Zhang, Ye Zhang

In this paper, we introduce a unified framework, inspired by classical regularization theory, for designing and analyzing a broad class of linear regression approaches. Our framewo…