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Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks

We introduce an ensemble learning scheme for community detection in complex networks. The scheme uses a Machine Learning algorithmic paradigm we call Extremal Ensemble Learning. It uses iterative extremal updating of an ensemble of network partitions, which can be found by a conventional base algori...

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Detalles Bibliográficos
Autores principales: Guo, Jiahao, Singh, Pramesh, Bassler, Kevin E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6775136/
https://www.ncbi.nlm.nih.gov/pubmed/31578406
http://dx.doi.org/10.1038/s41598-019-50739-3