Universal lower bound for community structure of sparse graphs

July 14, 2023 ยท The Ethereal ยท ๐Ÿ› arXiv.org

๐Ÿ”ฎ THE ETHEREAL: The Ethereal
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Authors Vilhelm Agdur, Nina Kamฤev, Fiona Skerman arXiv ID 2307.07271 Category math.CO: Combinatorics Cross-listed cs.DS, cs.SI, math.PR Citations 4 Venue arXiv.org Last Checked 6 months ago
Abstract
We prove new lower bounds on the modularity of graphs. Specifically, the modularity of a graph $G$ with average degree $\bar d$ is $ฮฉ(\bar{d}^{-1/2})$, under some mild assumptions on the degree sequence of $G$. The lower bound $ฮฉ(\bar{d}^{-1/2})$ applies, for instance, to graphs with a power-law degree sequence or a near-regular degree sequence. It has been suggested that the relatively high modularity of the Erdล‘s-Rรฉnyi random graph $G_{n,p}$ stems from the random fluctuations in its edge distribution, however our results imply high modularity for any graph with a degree sequence matching that typically found in $G_{n,p}$. The proof of the new lower bound relies on certain weight-balanced bisections with few cross-edges, which build on ideas of Alon [Combinatorics, Probability and Computing (1997)] and may be of independent interest.
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