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From Knothe’s transport to Brenier’s map and a continuation method for optimal transport

Guillaume Carlier, Alfred Galichon () and Filippo Santambrogio
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Guillaume Carlier: CEREMADE - CEntre de REcherches en MAthématiques de la DEcision - Université Paris Dauphine-PSL - PSL - Université Paris Sciences et Lettres - CNRS - Centre National de la Recherche Scientifique
Filippo Santambrogio: LMO - Laboratoire de Mathématiques d'Orsay - UP11 - Université Paris-Sud - Paris 11 - CNRS - Centre National de la Recherche Scientifique

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Abstract: A simple procedure to map two probability measures in ℝd is the so-called \emph{Knothe-Rosenblatt rearrangement}, which consists in rearranging monotonically the marginal distributions of the last coordinate, and then the conditional distributions, iteratively. We show that this mapping is the limit of solutions to a class of Monge-Kantorovich mass transportation problems with quadratic costs, with the weights of the coordinates asymptotically dominating one another. This enables us to design a continuation method for numerically solving the optimal transport problem.

Keywords: Optimal Transport; Rearrangement of Vector-Valued Maps; Knothe-Rosenblatt Transport; Continuation Methods (search for similar items in EconPapers)
Date: 2008-10
Note: View the original document on HAL open archive server: https://sciencespo.hal.science/hal-03473711v1
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Published in SIAM Journal on Mathematical Analysis, 2008, 41 (6), pp.2554 - 2576

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