On the relation between graph Ricci curvature and community structure

The connection between curvature and topology is a very well-studied theme in the subject of differential geometry. By suitably defining curvature on networks, the study of this theme has been extended into the domain of network analysis as well. In particular, this has led to curvature-based community detection algorithms. In this paper, we reveal the relation between community structure of a network and the curvature of its edges. In particular, we give apriori bounds on the curvature of intercommunity edges of a graph.

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Publication Details

Journal
Mathematics in Engineering
Published
2025-01-01
DOI
https://doi.org/10.3934/mine.2025008
Primary Topic
Topological and Geometric Data Analysis
Type
article
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article

On the relation between graph Ricci curvature and community structure

Sathya Rengaswami, Vasileios Maroulas, Theodora Bourni
Mathematics in Engineering
Topological and Geometric Data Analysis
article

On the relation between graph Ricci curvature and community structure

Sathya Rengaswami, Vasileios Maroulas, Theodora Bourni
article en

Abstract

The connection between curvature and topology is a very well-studied theme in the subject of differential geometry. By suitably defining curvature on networks, the study of this theme has been extended into the domain of network analysis as well. In particular, this has led to curvature-based community detection algorithms. In this paper, we reveal the relation between community structure of a network and the curvature of its edges. In particular, we give apriori bounds on the curvature of intercommunity edges of a graph.

Mathematics in EngineeringVol. 7(2)
University of Tennessee at Knoxville (US)
Reduced inequalities
Openalex Percentile: Top 91%
Topological and Geometric Data Analysis
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On the relation between graph Ricci curvature and community structure — Sathya Rengaswami, Vasileios Maroulas, et al. · Mathematics in Engineering (2025) | TGRS Research Map | TGRS