On Minimax Optimality of Sparse Bayes Predictive Density Estimates

Gourab Mukherjee, Iain M. Johnstone

We study predictive density estimation under Kullback-Leibler loss in ${\ell }_0$-sparse Gaussian sequence models. We propose proper Bayes predictive density estimates and establish a…