On the modularity of 3‐regular random graphs and random graphs with given degree sequences
The modularity of a graph is a parameter that measures its community structure; the higher its value (between 0 and 1), the more clustered the graph is. In this paper we show that the modularity of a random 3‐regular graph is at least 0.667026 asymptotically almost surely (a.a.s.), thereby proving a...
Saved in:
Published in | Random structures & algorithms Vol. 61; no. 4; pp. 754 - 802 |
---|---|
Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York
John Wiley & Sons, Inc
01.12.2022
Wiley Subscription Services, Inc Wiley |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Summary: | The modularity of a graph is a parameter that measures its community structure; the higher its value (between 0 and 1), the more clustered the graph is. In this paper we show that the modularity of a random 3‐regular graph is at least 0.667026 asymptotically almost surely (a.a.s.), thereby proving a conjecture of McDiarmid and Skerman. We also improve the a.a.s. upper bound given therein to 0.789998. For a uniformly chosen graph Gn over a given bounded degree sequence with average degree d(Gn) and with |CC(Gn)| many connected components, we distinguish two regimes with respect to the existence of a giant component. In the subcritical regime, we compute the second term of the modularity. In the supercritical regime, we prove that there is ε>0, for which the modularity is a.a.s. at least
21−μd(Gn)+ε,where μ is the asymptotically almost sure limit of |CC(Gn)|n. |
---|---|
Bibliography: | Funding information GrHyDy, ANR‐20‐CE40‐0002; IDEXLYON of Universite de Lyon (Programme Investissements d'Avenir), ANR16‐IDEX‐0005 Corrections added after online publication, 10 September 2022: A new affiliation has been added for Dr. Mitsche, and the affiliations have been reordered to match journal style. |
ISSN: | 1042-9832 1098-2418 |
DOI: | 10.1002/rsa.21080 |