Sparse recovery via nonconvex regularized $M$-estimators over ${\ell }_q$-balls

Xin Li, Dongya Wu, Chong Li +2

In this paper, we analyse the recovery properties of nonconvex regularized $M$-estimators, under the assumption that the true parameter is of soft sparsity. In the statistical aspe…