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Mixed L 2-Wasserstein Optimal Mapping Between Prescribed Density Functions
Authors:J D Benamou  Y Brenier
Institution:(1) Domaine de Voluceau, INRIA, Le Chesnay, France;(2) Laboratoire d'Analyse Numérique, Université Paris 6, Paris, France
Abstract:A time-dependent minimization problem for the computation of a mixed L 2-Wasserstein distance between two prescribed density functions is introduced in the spirit of Ref. 1 for the classical Wasserstein distance. The optimum of the cost function corresponds to an optimal mapping between prescribed initial and final densities. We enforce the final density conditions through a penalization term added to our cost function. A conjugate gradient method is used to solve this relaxed problem. We obtain an algorithm which computes an interpolated L 2-Wasserstein distance between two densities and the corresponding optimal mapping.
Keywords:Monge-Kantorovitch mass transfer problem  Wasserstein distance  least-square distance  optimal control  conjugate gradient algorithm
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