April 26, 2019
14:30 - 15:30
Louvain-la-Neuve
ISBA - C115 (Seminar Room Bernoulli)
Statistics Seminars
Eustasio del Barrio, Universidad de Valladolid, Spain
"Central Limit Theorems for Empirical Transportation Cost in General Dimension"
Abstract:
We consider the problem of optimal transportation with quadraticcost between a empirical measure and a general target probability on $R^d$, with
$d \geq 1$. 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.
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