Authors
Vincent A Traag, Paul Van Dooren, Yurii Nesterov
Publication date
2011/7
Journal
Physical Review E—Statistical, Nonlinear, and Soft Matter Physics
Volume
84
Issue
1
Pages
016114
Publisher
American Physical Society
Description
Detecting communities in large networks has drawn much attention over the years. While modularity remains one of the more popular methods of community detection, the so-called resolution limit remains a significant drawback. To overcome this issue, it was recently suggested that instead of comparing the network to a random null model, as is done in modularity, it should be compared to a constant factor. However, it is unclear what is meant exactly by “resolution-limit-free,” that is, not suffering from the resolution limit. Furthermore, the question remains what other methods could be classified as resolution-limit-free. In this paper we suggest a rigorous definition and derive some basic properties of resolution-limit-free methods. More importantly, we are able to prove exactly which class of community detection methods are resolution-limit-free. Furthermore, we analyze which methods are not resolution-limit-free …
Total citations
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Scholar articles
VA Traag, P Van Dooren, Y Nesterov - Physical Review E—Statistical, Nonlinear, and Soft …, 2011