Comparison between W2W_2 distance and H˙−1\dot{H}^{-1} norm, and localisation of Wasserstein distance

preprint2016arXivOpen access

Abstract

It is well known that the quadratic Wasserstein distance W2(⋅,⋅)W_2 (\mathord{\boldsymbol{\cdot}}, \mathord{\boldsymbol{\cdot}}) is formally equivalent, for infinitesimally small perturbations, to some weighted H−1H^{-1} homogeneous Sobolev norm. In this article I show that this equivalence can be integrated to get non-asymptotic comparison results between these distances. Then I give an application of these results to prove that the W2W_2 distance exhibits some localisation phenomenon: if μμ and νν are measures on Rn\mathbf{R}^n and φ ⁣:Rn→R+φ\colon \mathbf{R}^n \to \mathbf{R}_+ is some bump function with compact support, then under mild hypotheses, you can bound above the Wasserstein distance between φ⋅μφ\cdot μ and φ⋅νφ\cdot ν by an explicit multiple of W2(μ,ν)W_2 (μ, ν).

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