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Re: [igraph] Degree of confidence that a node is member of a community


From: Tamás Nepusz
Subject: Re: [igraph] Degree of confidence that a node is member of a community
Date: Thu, 10 May 2012 18:55:14 +0200

> I was wondering if there is a way to identify significance in the
> identification of communities. Like a degree of confidence that one
> node of the network is member of a specific community. Is there any
> function, or is there any attribute of the class community, that gives
> such information?

No, there isn't -- as far as I know, there is no established algorithm in the 
literature that would calculate such a confidence value, although a few papers 
have been published recently that try to tackle this issue. You might be 
interested in checking out the OSLOM algorithm by Lancichinetti et al -- this 
is an algorithm that returns statistically significant communities:

http://www.oslom.org/
http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0018961

Another related paper was published here:

Lancichinetti A, Radicchi F, Ramasco JJ (2010) Statistical significance of 
communities in networks. Phys Rev E 81: 046110.

Best,
T.






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