Scalable detection of statistically significant communities and hierarchies, using message passing for modularity

Modularity is a popular measure of community structure. However, maximizing the modularity can lead to many competing partitions, with almost the same modularity, that are poorly correlated with each other. It can also produce illusory ''communities'' in random graphs where none...

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Bibliographic Details

Published in:	Proceedings of the National Academy of Sciences - PNAS Vol. 111; no. 51; p. 18144
Main Authors:	Zhang, Pan, Moore, Cristopher
Format:	Journal Article
Language:	English
Published:	United States 23.12.2014
Subjects:	Algorithms Cluster Analysis Models, Theoretical Stochastic Processes phase transitions statistical significance networks community detection message-passing algorithms
ISSN:	1091-6490, 1091-6490
Online Access:	Get more information
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