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Identifying critical edges in complex networks
The critical edges in complex networks are extraordinary edges which play more significant role than other edges on the structure and function of networks. The research on identifying critical edges in complex networks has attracted much attention because of its theoretical significance as well as w...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6160446/ https://www.ncbi.nlm.nih.gov/pubmed/30262804 http://dx.doi.org/10.1038/s41598-018-32631-8 |
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author | Yu, En-Yu Chen, Duan-Bing Zhao, Jun-Yan |
author_facet | Yu, En-Yu Chen, Duan-Bing Zhao, Jun-Yan |
author_sort | Yu, En-Yu |
collection | PubMed |
description | The critical edges in complex networks are extraordinary edges which play more significant role than other edges on the structure and function of networks. The research on identifying critical edges in complex networks has attracted much attention because of its theoretical significance as well as wide range of applications. Considering the topological structure of networks and the ability to disseminate information, an edge ranking algorithm BCC(MOD) based on cliques and paths in networks is proposed in this report. The effectiveness of the proposed method is evaluated by SIR model, susceptibility index S and the size of giant component σ and compared with well-known existing metrics such as Jaccard coefficient, Bridgeness index, Betweenness centrality and Reachability index in nine real networks. Experimental results show that the proposed method outperforms these well-known methods in identifying critical edges both in network connectivity and spreading dynamic. |
format | Online Article Text |
id | pubmed-6160446 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-61604462018-09-28 Identifying critical edges in complex networks Yu, En-Yu Chen, Duan-Bing Zhao, Jun-Yan Sci Rep Article The critical edges in complex networks are extraordinary edges which play more significant role than other edges on the structure and function of networks. The research on identifying critical edges in complex networks has attracted much attention because of its theoretical significance as well as wide range of applications. Considering the topological structure of networks and the ability to disseminate information, an edge ranking algorithm BCC(MOD) based on cliques and paths in networks is proposed in this report. The effectiveness of the proposed method is evaluated by SIR model, susceptibility index S and the size of giant component σ and compared with well-known existing metrics such as Jaccard coefficient, Bridgeness index, Betweenness centrality and Reachability index in nine real networks. Experimental results show that the proposed method outperforms these well-known methods in identifying critical edges both in network connectivity and spreading dynamic. Nature Publishing Group UK 2018-09-27 /pmc/articles/PMC6160446/ /pubmed/30262804 http://dx.doi.org/10.1038/s41598-018-32631-8 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Yu, En-Yu Chen, Duan-Bing Zhao, Jun-Yan Identifying critical edges in complex networks |
title | Identifying critical edges in complex networks |
title_full | Identifying critical edges in complex networks |
title_fullStr | Identifying critical edges in complex networks |
title_full_unstemmed | Identifying critical edges in complex networks |
title_short | Identifying critical edges in complex networks |
title_sort | identifying critical edges in complex networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6160446/ https://www.ncbi.nlm.nih.gov/pubmed/30262804 http://dx.doi.org/10.1038/s41598-018-32631-8 |
work_keys_str_mv | AT yuenyu identifyingcriticaledgesincomplexnetworks AT chenduanbing identifyingcriticaledgesincomplexnetworks AT zhaojunyan identifyingcriticaledgesincomplexnetworks |