English

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 HH will be split in an optimal partition of the host graph GG if and only if the relative size of HH in GG is greater than an expansion constant of HH. This is a further exploration of the resolution limit known for modularity, and indeed recovers the bound that a connected component HH in the host graph~GG will not be split if~e(H)<2e(G)e(H)<\sqrt{2e(G)}.

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