Oracle Inequalities and Optimal Inference under Group Sparsity

Karim Lounici, Massimiliano Pontil, Alexandre B. Tsybakov +1

We consider the problem of estimating a sparse linear regression vector ${\beta }^{\ast }$ under a gaussian noise model, for the purpose of both prediction and model selection. We assume that p…