Workshop on Structure Adapting Methods - Abstract

Tsybakov, Alexandre

Optimal rates of sparse estimation

In recent years upper bounds on the prediction risk of various estimators have been obtained under the sparsity scenario. This talk presents the lower bounds and establishes the optimal rates of sparse estimation. They can sometimes improve upon the previously known upper bounds.