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Discovering communities in complex networks by edge label propagation
The discovery of the community structure of real-world networks is still an open problem. Many methods have been proposed to shed light on this problem, and most of these have focused on discovering node community. However, link community is also a powerful framework for discovering overlapping comm...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4772381/ https://www.ncbi.nlm.nih.gov/pubmed/26926830 http://dx.doi.org/10.1038/srep22470 |
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author | Liu, Wei Jiang, Xingpeng Pellegrini, Matteo Wang, Xiaofan |
author_facet | Liu, Wei Jiang, Xingpeng Pellegrini, Matteo Wang, Xiaofan |
author_sort | Liu, Wei |
collection | PubMed |
description | The discovery of the community structure of real-world networks is still an open problem. Many methods have been proposed to shed light on this problem, and most of these have focused on discovering node community. However, link community is also a powerful framework for discovering overlapping communities. Here we present a novel edge label propagation algorithm (ELPA), which combines the natural advantage of link communities with the efficiency of the label propagation algorithm (LPA). ELPA can discover both link communities and node communities. We evaluated ELPA on both synthetic and real-world networks, and compared it with five state-of-the-art methods. The results demonstrate that ELPA performs competitively with other algorithms. |
format | Online Article Text |
id | pubmed-4772381 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47723812016-03-07 Discovering communities in complex networks by edge label propagation Liu, Wei Jiang, Xingpeng Pellegrini, Matteo Wang, Xiaofan Sci Rep Article The discovery of the community structure of real-world networks is still an open problem. Many methods have been proposed to shed light on this problem, and most of these have focused on discovering node community. However, link community is also a powerful framework for discovering overlapping communities. Here we present a novel edge label propagation algorithm (ELPA), which combines the natural advantage of link communities with the efficiency of the label propagation algorithm (LPA). ELPA can discover both link communities and node communities. We evaluated ELPA on both synthetic and real-world networks, and compared it with five state-of-the-art methods. The results demonstrate that ELPA performs competitively with other algorithms. Nature Publishing Group 2016-03-01 /pmc/articles/PMC4772381/ /pubmed/26926830 http://dx.doi.org/10.1038/srep22470 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Liu, Wei Jiang, Xingpeng Pellegrini, Matteo Wang, Xiaofan Discovering communities in complex networks by edge label propagation |
title | Discovering communities in complex networks by edge label propagation |
title_full | Discovering communities in complex networks by edge label propagation |
title_fullStr | Discovering communities in complex networks by edge label propagation |
title_full_unstemmed | Discovering communities in complex networks by edge label propagation |
title_short | Discovering communities in complex networks by edge label propagation |
title_sort | discovering communities in complex networks by edge label propagation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4772381/ https://www.ncbi.nlm.nih.gov/pubmed/26926830 http://dx.doi.org/10.1038/srep22470 |
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