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Sampling From the Wasserstein Barycenter

Authors :
Daaloul, Chiheb
Gouic, Thibaut Le
Liandrat, Jacques
Tournus, Magali
Publication Year :
2021

Abstract

This work presents an algorithm to sample from the Wasserstein barycenter of absolutely continuous measures. Our method is based on the gradient flow of the multimarginal formulation of the Wasserstein barycenter, with an additive penalization to account for the marginal constraints. We prove that the minimum of this penalized multimarginal formulation is achieved for a coupling that is close to the Wasserstein barycenter. The performances of the algorithm are showcased in several settings.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2105.01706
Document Type :
Working Paper