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A characterization of dimension free concentration in terms of transportation inequalities

Probability 2013-03-04 v1 Functional Analysis

Abstract

The aim of this paper is to show that a probability measure concentrates independently of the dimension like a gaussian measure if and only if it verifies Talagrand's \T2\T_2 transportation-cost inequality. This theorem permits us to give a new and very short proof of a result of Otto and Villani. Generalizations to other types of concentration are also considered. In particular, one shows that the Poincar\'e inequality is equivalent to a certain form of dimension free exponential concentration. The proofs of these results rely on simple Large Deviations techniques.

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Cite

@article{arxiv.0804.3089,
  title  = {A characterization of dimension free concentration in terms of transportation inequalities},
  author = {Nathael Gozlan},
  journal= {arXiv preprint arXiv:0804.3089},
  year   = {2013}
}

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18 p