An ODE characterisation of multi-marginal optimal transport with pairwise cost functions
Abstract
The purpose of this paper is to introduce a new numerical method to solve multi-marginal optimal transport problems with pairwise interaction costs. The complexity of multi-marginal optimal transport generally scales exponentially in the number of marginals . We introduce a one parameter family of cost functions that interpolates between the original and a special cost function for which the problem's complexity scales linearly in . We then show that the solution to the original problem can be recovered by solving an ordinary differential equation in the parameter , whose initial condition corresponds to the solution for the special cost function mentioned above; we then present some simulations, using both explicit Euler and explicit higher order Runge-Kutta schemes to compute solutions to the ODE, and, as a result, the multi-marginal optimal transport problem.
Keywords
Cite
@article{arxiv.2212.12492,
title = {An ODE characterisation of multi-marginal optimal transport with pairwise cost functions},
author = {Luca Nenna and Brendan Pass},
journal= {arXiv preprint arXiv:2212.12492},
year = {2023}
}
Comments
arXiv admin note: text overlap with arXiv:2201.00875