Empirical Bayes linear regression in high dimensions: Method of moments and sub-linear sample complexity

Zhou Fan, Yandi Shen, Haoyu Wang +1

We study empirical Bayes estimation of the prior in high-dimensional linear regression $\mathbf{y}=\mathbf{X}\beta +\epsilon$, where the regression coefficients are d…