Pierre Alquier

most citedPAC-Bayesian Bounds for Randomized Empirical Risk Minimizers

45 citations · 46 across the 2 of their papers we have counts for

collaborators

2 papers

math.ST2009★ 1 cited

Transductive versions of the LASSO and the Dantzig Selector

Pierre Alquier, Mohamed Hebiri

We consider the linear regression problem, where the number $p$ of covariates is possibly larger than the number $n$ of observations $(x_{i}, y_{i})_{i \leq i \leq n}$ , under sparsit…

stat.ML2007★ 45 cited

PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers

Pierre Alquier

The aim of this paper is to generalize the PAC-Bayesian theorems proved by Catoni in the classification setting to more general problems of statistical inference. We show how to co…