Weighted k-shell decomposition for complex networks based on potential edge weights

被引:62
|
作者
Wei, Bo [1 ]
Liu, Jie [1 ]
Wei, Daijun [2 ]
Gao, Cai [1 ]
Deng, Yong [1 ,3 ]
机构
[1] Southwest Univ, Sch Comp & Informat Sci, Chongqing 400715, Peoples R China
[2] Hubei Univ Nationalities, Sch Sci, Enshi 445000, Peoples R China
[3] Vanderbilt Univ, Sch Engn, Nashville, TN 37235 USA
基金
国家高技术研究发展计划(863计划); 中国国家自然科学基金;
关键词
Complex networks; Centrality measure; k-shell decomposition; Spreading; IDENTIFYING INFLUENTIAL NODES; RANKING SPREADERS; SYNCHRONIZATION; IDENTIFICATION; CENTRALITY;
D O I
10.1016/j.physa.2014.11.012
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Identifying influential nodes in complex networks has attracted much attention because of its great theoretical significance and wide application. Existing methods consider the edges equally when designing identifying methods for the unweighted networks. In this paper, we propose an edge weighting method based on adding the degree of its two end nodes and for the constructed weighted networks, we propose a weighted k-shell decomposition method (Wks). Further investigations on the epidemic spreading process of the Susceptible-Infected-Recovered (SIR) model and Susceptible-Infected (SI) model in real complex networks verify that our method is effective for detecting the node influence. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:277 / 283
页数:7
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