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Physics > Physics and Society

Title: A paradox in community detection

Abstract: Recent research has shown that virtually all algorithms aimed at the identification of communities in networks are affected by the same main limitation: the impossibility to detect communities, even when these are well-defined, if the average value of the difference between internal and external node degrees does not exceed a strictly positive value, in literature known as detectability threshold. Here, we counterintuitively show that the value of this threshold is inversely proportional to the intrinsic quality of communities: the detection of well-defined modules is thus more difficult than the identification of ill-defined communities.
Comments: 5 pages, 3 figures
Subjects: Physics and Society (physics.soc-ph); Social and Information Networks (cs.SI)
Cite as: arXiv:1312.4224 [physics.soc-ph]
  (or arXiv:1312.4224v1 [physics.soc-ph] for this version)

Submission history

From: Filippo Radicchi [view email]
[v1] Mon, 16 Dec 2013 01:45:36 GMT (508kb,D)