Sparsity oracle inequalities for the Lasso

Florentina Bunea, Alexandre Tsybakov, Marten Wegkamp

This paper studies oracle properties of ${\ell }_1$-penalized least squares in nonparametric regression setting with random design. We show that the penalized least squares estimator…