Linear Functional Testing with General Loadings in Sparse Regression: Separation Rates and Computational Barriers

Jie Xie, Dongming Huang

We study the problem of testing $H_0:{\xi }^{\top }\beta =t_0$ in high-dimensional sparse linear regression with Gaussian random design and unknown design covariance. The loading vector $\xi$ is…