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Curvature of Hypergraphs via Multi-Marginal...
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Curvature of Hypergraphs via Multi-Marginal Optimal Transport

Abstract

We introduce a novel definition of curvature for hypergraphs, a natural generalization of graphs, by introducing a multi-marginal optimal transport problem for a naturally defined random walk on the hypergraph. This curvature, termed coarse scalar curvature, extends a recent definition of Ricci curvature for Markov chains on metric spaces by Ollivier [Journal of Functional Analysis 256 (2009) 810–864], and is related to the scalar curvature …

Authors

Asoodeh S; Gao T; Evans J

Volume

00

Pagination

pp. 1180-1185

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Publication Date

December 17, 2018

DOI

10.1109/cdc.2018.8619706

Name of conference

2018 IEEE Conference on Decision and Control (CDC)