Modularity and Graph Expansion

被引:0
|
作者
Louf, Baptiste [1 ,2 ]
McDiarmid, Colin [3 ]
Skerman, Fiona [4 ]
机构
[1] CNRS, Bordeaux, France
[2] Inst Math Bordeaux, Bordeaux, France
[3] Univ Oxford, Dept Stat, Oxford, England
[4] Uppsala Univ, Dept Math, Uppsala, Sweden
来源
15TH INNOVATIONS IN THEORETICAL COMPUTER SCIENCE CONFERENCE, ITCS 2024 | 2024年
关键词
edge expansion; modularity; community detection; resolution limit; conductance;
D O I
10.4230/LIPIcs.ITCS.2024.78
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
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) < root 2e(G).
引用
收藏
页数:21
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