125 citations
- Centre de Recherche en Économie et StatistiqueFR24 papers
- Centre for Research in Engineering Surface TechnologyIE13 papers
- Center for Responsible TravelUS9 papers
- Centre National de la Recherche ScientifiqueFR4 papers
- Centre de Recherche en Mathématiques de la DécisionFR3 papers
- Columbia UniversityUS3 papers
- École PolytechniqueFR3 papers
- HEC ParisFR3 papers
- Laboratoire de Probabilités et Modèles AléatoiresFR3 papers
- Université Paris Dauphine-PSLFR3 papers
- Centre de Mathématiques Appliquées de l'École polytechniqueFR2 papers
- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR2 papers
Showing 2020 · stat.MLShow all
3 papers · 2 filters
stat.ML2020★ 4 cited
A spectral algorithm for robust regression with subgaussian rates
Jules Depersin
We study a new linear up to quadratic time algorithm for linear regression in the absence of strong assumptions on the underlying distributions of samples, and in the presence of o…
stat.ML2020★ 13 cited
Debiased Sinkhorn barycenters
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Entropy regularization in optimal transport (OT) has been the driver of many recent interests for Wasserstein metrics and barycenters in machine learning. It allows to keep the app…
stat.ML2020★ 13 cited
Propose, Test, Release: Differentially private estimation with high probability
Victor-Emmanuel Brunel, Marco Avella-Medina
We derive concentration inequalities for differentially private median and mean estimators building on the "Propose, Test, Release" (PTR) mechanism introduced by Dwork and Lei (200…