Selection and Estimation Optimality in High Dimensions with the TWIN Penalty

Xiaowu Dai, Jared D. Huling

We introduce a novel class of variable selection penalties called TWIN, which provides sensible data-adaptive penalization. Under a linear sparsity regime and random Gaussian desig…