English

An ODE characterisation of multi-marginal optimal transport with pairwise cost functions

Optimization and Control 2023-08-08 v2 Numerical Analysis Numerical Analysis

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 mm. 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 mm. We then show that the solution to the original problem can be recovered by solving an ordinary differential equation in the parameter ϵ\epsilon, 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