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Modularity and Graph Expansion

Authors :
Baptiste Louf and Colin McDiarmid and Fiona Skerman
Louf, Baptiste
McDiarmid, Colin
Skerman, Fiona
Baptiste Louf and Colin McDiarmid and Fiona Skerman
Louf, Baptiste
McDiarmid, Colin
Skerman, Fiona
Publication Year :
2024

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

Details

Database :
OAIster
Notes :
application/pdf, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1429549940
Document Type :
Electronic Resource
Full Text :
https://doi.org/10.4230.LIPIcs.ITCS.2024.78