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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...

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Detalles Bibliográficos
Autores principales: Singh, Abhinav, Humphries, Mark D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4351540/
https://www.ncbi.nlm.nih.gov/pubmed/25742951
http://dx.doi.org/10.1038/srep08828