Empirical Bayes Estimators for High-Dimensional Sparse Vectors

Pavan Srinath, Ramji Venkataramanan

The problem of estimating a high-dimensional sparse vector $\mathbf{\theta }\in {\mathbb{R}}^n$ from an observation in i.i.d. Gaussian noise is considered. The performance is measured u…