Volkan Cevher, Jonathan Mark Scarlett, Yen-Huan Li
We consider the model selection consistency or sparsistency of a broad set of ℓ1-regularized M-estimators for linear and non-linear statistical models in a unified fashion. For this purpose, we propose the local structured smoothness condition (LSS ... 2015