Multi‐marginal Approximation of the Linear Gromov–Wasserstein Distance

Author:

Beier Florian1,Beinert Robert1

Affiliation:

1. Institute of Mathematics Technische Universität Berlin Straße des 17. Juni 136 10623 Berlin Germany

Abstract

AbstractRecently, two concepts from optimal transport theory have successfully been brought to the Gromov–Wasserstein (GW) setting. This introduces a linear version of the GW distance and multi‐marginal GW transport. The former can reduce the computational complexity when computing all GW distances of a large set of inputs. The latter allows for a simultaneous matching of more than two marginals, which can for example be used to compute GW barycenters. The aim of this paper is to show an approximation result which characterizes the linear version as a limit of a multi‐marginal GW formulation.

Publisher

Wiley

Subject

Electrical and Electronic Engineering,Atomic and Molecular Physics, and Optics

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