Unnormalized Optimal Transport
Abstract
We propose an extension of the computational fluid mechanics approach to the Monge-Kantorovich mass transfer problem, which was developed by Benamou-Brenier. Our extension allows optimal transfer of unnormalized and unequal masses. We obtain a one-parameter family of simple modifications of the formulation in [4]. This leads us to a new Monge-Ampere type equation and a new Kantorovich duality formula. These can be solved efficiently by, for example, the Chambolle-Pock primal-dual algorithm. This solution to the extended mass transfer problem gives us a simple metric for computing the distance between two unnormalized densities. The L1 version of this metric was shown in [23] (which is a precursor of our work here) to have desirable properties.
Keywords
Cite
@article{arxiv.1902.03367,
title = {Unnormalized Optimal Transport},
author = {Wilfrid Gangbo and Wuchen Li and Stanley Osher and Michael Puthawala},
journal= {arXiv preprint arXiv:1902.03367},
year = {2019}
}