Learning Heteroscedastic Models by Convex Programming under Group Sparsity

Arnak S. Dalalyan, Mohamed Hebiri, Katia Méziani +1

Popular sparse estimation methods based on ${\ell }_1$-relaxation, such as the Lasso and the Dantzig selector, require the knowledge of the variance of the noise in order to properly…