Stratified Monge-Kantorovich optimal transport problems
Abstract
In this paper, we investigate Monge-Kantorovich problems for which the absolute continuity of marginals is relaxed. For let and be two Borel probability spaces, be a cost function, and consider the problem \begin{align*}\tag{MKP}\label{MKPEQ} \inf\left\{\int_{X\times Y} c(x,y)\,d\lambda\ :\ \lambda \in\Pi(\mu,\nu) \right\}. \end{align*} Inspired by the seminal paper \cite{GANGBOMCCANN2} with applications in shape recognition problem, we first consider \eqref{MKPEQ} for the cost with strictly convex defined on the multi-layers target space \begin{align*} X=\overline{X}\times\{\overline{x}\},\quad\text{and}\quad Y=\bigcup_{k=1}^K \left(\overline{Y}_{k}\times \{\overline{y}_k\}\right), \end{align*} where for , and . Here, we assume that \mu|_\overline{X}\ll\mathcal{L}^n (the Lebesgue measure on ), but is singular w.r.t. . When , this translates to the standard \eqref{MKPEQ} for which the unique solution is concentrated on a map. We show that for the solution is still unique but it concentrates on the graph of several maps. Next, we study \eqref{MKPEQ} for a closed subset and its -dimensional submanifold with the first marginal of the form \begin{align*} \int_X f(x)\,d\mu(x)=\int_X f(x)\alpha(x)\,d\mathcal{L}^{n+1}(x)+\int_{X_0} f(x_0)\,d S(x_0),\ \ \forall f\in C_b(X). \end{align*} Here, is a measure on such that on each coordinate chart of . This can be seen as a two-layers problem as the measure charges both - and -dimensional subsets.
Cite
@article{arxiv.2404.13616,
title = {Stratified Monge-Kantorovich optimal transport problems},
author = {Mohammad Ali Ahmadpoor and Abbas Moameni},
journal= {arXiv preprint arXiv:2404.13616},
year = {2024}
}