Oracle inequalities and optimal inference under group sparsity
Oracle inequalities and optimal inference under group sparsity
We consider the problem of estimating a sparse linear regression vector $\beta^*$ under a gaussian noise model, for the purpose of both prediction and model selection. We assume that prior knowledge is available on the sparsity pattern, namely the set of variables is partitioned into prescribed groups, only few of …