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Existence and Consistency of Wasserstein Barycenters (1506.04153v2)

Published 12 Jun 2015 in math.ST and stat.TH

Abstract: In this paper, based on the Fr{\'e}chet mean, we define a notion of barycenter corresponding to a usual notion of statistical mean. We prove the existence of Wasserstein barycenters of random distributions defined on a geodesic space (E, d). We also prove the consistency of this barycenter in a general setting, that includes taking barycenters of empirical versions of the distributions or of a growing set of distributions.

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