Modularity and Graph Expansion
Combinatorics
2023-12-13 v1
Abstract
We relate two important notions in graph theory: expanders which are highly connected graphs, and modularity a parameter of a graph that is primarily used in community detection. More precisely, we show that a graph having modularity bounded below 1 is equivalent to it having a large subgraph which is an expander. We further show that a connected component will be split in an optimal partition of the host graph if and only if the relative size of in is greater than an expansion constant of . This is a further exploration of the resolution limit known for modularity, and indeed recovers the bound that a connected component in the host graph~ will not be split if~.
Keywords
Cite
@article{arxiv.2312.07521,
title = {Modularity and Graph Expansion},
author = {Baptiste Louf and Colin McDiarmid and Fiona Skerman},
journal= {arXiv preprint arXiv:2312.07521},
year = {2023}
}
Comments
Accepted to Innovations in Theoretical Computer Science (ITCS) 2024