Global efficiency estimation method of complex network based on fractal property

A method of network efficiency estimation based on fractal property was proposed for solving the problems of high complexity and time-consuming calculation of efficiency in large scale networks.Considering the fractal properties of complex network topology,the relationship between network efficiency...

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Main Authors: Sheng ZHANG, Weikai DAI, Feng WU, Wenxiang LAN
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2020-07-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020118/
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author Sheng ZHANG
Weikai DAI
Feng WU
Wenxiang LAN
author_facet Sheng ZHANG
Weikai DAI
Feng WU
Wenxiang LAN
author_sort Sheng ZHANG
collection DOAJ
description A method of network efficiency estimation based on fractal property was proposed for solving the problems of high complexity and time-consuming calculation of efficiency in large scale networks.Considering the fractal properties of complex network topology,the relationship between network efficiency and node correlation sum was analyzed,and the global network efficiency was estimated by partial nodes.Besides,to rapidly find the fractal properties of complex networks,a fractal property discrimination method based on node correlation sum was proposed.The experimental analysis in the construction network and the real-world network show that the proposed method can accurately and effectively estimate the global efficiency of the network,which reduces the calculation time by at least 90% compared with the original method.
format Article
id doaj-art-233c1fa9e53f4780bb6f2ebca3144c6b
institution Kabale University
issn 1000-436X
language zho
publishDate 2020-07-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-233c1fa9e53f4780bb6f2ebca3144c6b2025-01-14T07:19:46ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2020-07-014120421259736906Global efficiency estimation method of complex network based on fractal propertySheng ZHANGWeikai DAIFeng WUWenxiang LANA method of network efficiency estimation based on fractal property was proposed for solving the problems of high complexity and time-consuming calculation of efficiency in large scale networks.Considering the fractal properties of complex network topology,the relationship between network efficiency and node correlation sum was analyzed,and the global network efficiency was estimated by partial nodes.Besides,to rapidly find the fractal properties of complex networks,a fractal property discrimination method based on node correlation sum was proposed.The experimental analysis in the construction network and the real-world network show that the proposed method can accurately and effectively estimate the global efficiency of the network,which reduces the calculation time by at least 90% compared with the original method.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020118/complex networknetwork efficiencyfractalcorrelation sum
spellingShingle Sheng ZHANG
Weikai DAI
Feng WU
Wenxiang LAN
Global efficiency estimation method of complex network based on fractal property
Tongxin xuebao
complex network
network efficiency
fractal
correlation sum
title Global efficiency estimation method of complex network based on fractal property
title_full Global efficiency estimation method of complex network based on fractal property
title_fullStr Global efficiency estimation method of complex network based on fractal property
title_full_unstemmed Global efficiency estimation method of complex network based on fractal property
title_short Global efficiency estimation method of complex network based on fractal property
title_sort global efficiency estimation method of complex network based on fractal property
topic complex network
network efficiency
fractal
correlation sum
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020118/
work_keys_str_mv AT shengzhang globalefficiencyestimationmethodofcomplexnetworkbasedonfractalproperty
AT weikaidai globalefficiencyestimationmethodofcomplexnetworkbasedonfractalproperty
AT fengwu globalefficiencyestimationmethodofcomplexnetworkbasedonfractalproperty
AT wenxianglan globalefficiencyestimationmethodofcomplexnetworkbasedonfractalproperty