English

Rigidity of Kantorovich solutions in discrete Optimal Transport

Optimization and Control 2023-12-08 v2

Abstract

We study optimal transport plans from mm equally weighted points (with weights 1/m1/m) to nn equally weighted points (with weights 1/n1/n). The Birkhoff-von Neumann Theorem implies that if m=nm=n, then the optimal transport plan can be realized by a bijective map: the mass from each xix_i is sent to a unique yjy_j. This is impossible when mnm \neq n, however, a certain degree of rigidity prevails. We prove, assuming w.l.o.g. m<nm < n, that for generic transport costs the optimal transport plan sends mass from each source xix_i to n/m\mboxdifferenttargetsn/m+m1n/m \leq \mbox{different targets} \leq n/m + m-1. Moreover, the average target receives mass from 1+m/n\leq 1 + m/\sqrt{n} sources. Stronger results might be true: in experiments, one observes that each source tends to distribute its mass over roughly n/m+cn/m +c different targets where cc appears to be rather small.

Keywords

Cite

@article{arxiv.2311.18764,
  title  = {Rigidity of Kantorovich solutions in discrete Optimal Transport},
  author = {Alexander Bruce Johnson and Stefan Steinerberger},
  journal= {arXiv preprint arXiv:2311.18764},
  year   = {2023}
}

Comments

We discovered that the result is implied by a known fact (details on page 1). This manuscript is not submitted anywhere