Sparse Regression Learning by Aggregation and Langevin Monte-Carlo

Arnak Dalalyan, Alexandre B. Tsybakov

We consider the problem of regression learning for deterministic design and independent random errors. We start by proving a sharp PAC-Bayesian type bound for the exponentially wei…