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Modularity bounds for clusters located by leading eigenvectors of the normalized modularity matrix

Fasino, Dario
•
Tudisco, Francesco
2017
  • journal article

Periodico
JOURNAL OF MATHEMATICAL INEQUALITIES
Abstract
Nodal theorems for generalized modularity matrices ensure that the cluster located by the positive entries of the leading eigenvector of various modularity matrices induces a connected subgraph. In this paper we obtain lower bounds for the modularity of that subgraph showing that, under certain conditions, the nodal domains induced by eigenvectors corresponding to highly positive eigenvalues of the normalized modularity matrix have indeed positive modularity, that is, they can be recognized as modules inside the network. Moreover we establish Cheeger-type inequalities for the cut-modularity of the graph, providing a theoretical support to the common understanding that highly positive eigenvalues of modularity matrices are related with the possibility of subdividing a network into communities.
DOI
10.7153/jmi-2017-11-56
WOS
WOS:000411883200008
Archivio
http://hdl.handle.net/11390/1122242
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85029750988
http://files.ele-math.com/articles/jmi-11-56.pdf
Diritti
open access
Soggetti
  • Cheeger inequality

  • Community detection

  • Modularity

  • Nodal domain

  • Analysis

Scopus© citazioni
3
Data di acquisizione
Jun 2, 2022
Vedi dettagli
Web of Science© citazioni
3
Data di acquisizione
Mar 15, 2024
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