Modeling and analysis of epidemic spreading on community networks with heterogeneity

被引:16
|
作者
Li, Chanchan [1 ]
Jiang, Guo-ping [2 ]
Song, Yurong [2 ]
Xia, Lingling [1 ]
Li, Yinwei [1 ]
Song, Bo [1 ,3 ]
机构
[1] Nanjing Univ Posts & Telecommun, Sch Comp, Nanjing 210003, Jiangsu, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Sch Automat, Nanjing 210003, Jiangsu, Peoples R China
[3] Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
基金
中国国家自然科学基金;
关键词
Community structure; Heterogeneity; Epidemic dynamics; Mean-field theory; TRANSMISSION; PROPAGATION; INFORMATION;
D O I
10.1016/j.jpdc.2018.04.009
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A large number of real world networks exhibit community structure, and different communities may often possess heterogeneity. In this paper, considering the heterogeneity among communities, we construct a new community network model in which the communities show significant differences in average degree. Based on this heterogeneous community network, we propose a novel mathematical epidemic model for each community and study the epidemic dynamics in this network model. We find that the location of the initial infection node only affects the spreading velocity and barely influences the epidemic prevalence. And the epidemic threshold of entire network decreases with the increase of heterogeneity among communities. Moreover, the epidemic prevalence increases with the increase of heterogeneity around the epidemic threshold, while the converse situation holds when the infection rate is much greater than the epidemic threshold. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:136 / 145
页数:10
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