Covariate assisted screening and estimation

Zheng Tracy Ke, Jiashun Jin, Jianqing Fan

Consider a linear model $Y=X\beta +z$, where $X=X_{n,p}$ and $z\sim N(0,I_n)$. The vector $\beta$ is unknown but is sparse in the sense that most of its coordinates are $0$. The main intere…