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The Ethereal
Universal lower bound for community structure of sparse graphs
July 14, 2023 ยท The Ethereal ยท ๐ arXiv.org
"No code URL or promise found in abstract"
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Authors
Vilhelm Agdur, Nina Kamฤev, 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 Erdลs-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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