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Finding communities in sparse networks

Spectral algorithms based on matrix representations of networks are often used to detect communities, but classic spectral methods based on the adjacency matrix and its variants fail in sparse networks. New spectral methods based on non-backtracking random walks have recently been introduced that su...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Sci Rep
Hauptverfasser: Singh, Abhinav, Humphries, Mark D.
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Publishing Group 2015
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4351540/
https://ncbi.nlm.nih.gov/pubmed/25742951
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/srep08828
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