Central limit theorems for empirical transportation cost in general dimension.

Citation
Del Barrio, Eustasio et Loubes, Jean-michel, Central limit theorems for empirical transportation cost in general dimension., Annals of probability (Online) , 47(2), 2019, pp. 926-951
ISSN journal
2168894X
Volume
47
Issue
2
Year of publication
2019
Pages
926 - 951
Database
ACNP
SICI code
Abstract
We consider the problem of optimal transportation with quadratic cost between a empirical measure and a general target probability on Rd, with d.1. We provide new results on the uniqueness and stability of the associated optimal transportation potentials, namely, the minimizers in the dual formulation of the optimal transportation problem. As a consequence, we show that a CLT holds for the empirical transportation cost under mild moment and smoothness requirements. The limiting distributions are Gaussian and admit a simple description in terms of the optimal transportation potentials.