Rumor Spreading Model Considering Rumor's Attraction in Heterogeneous Social Networks

被引:1
|
作者
Xia, Ling-Ling [1 ]
Song, Bo [2 ,3 ]
Zhang, Liang [1 ]
机构
[1] Jiangsu Police Inst, Dept Comp Informat & Cyber Secur, Nanjing 210031, Jiangsu, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Coll Telecommun & Informat Engn, Nanjing 210003, Jiangsu, Peoples R China
[3] Univ Technol Sydney, Global Big Data Technol Ctr, Sydney, NSW 2007, Australia
来源
CLOUD COMPUTING AND SECURITY, PT V | 2018年 / 11067卷
基金
中国国家自然科学基金;
关键词
Rumor spreading model; Social networks; Rumor's attraction; Threshold;
D O I
10.1007/978-3-030-00018-9_65
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we propose a modified susceptible-infected-removed (SIR) model with introduction of rumor's attraction and establish corresponding mean-field equations to characterize the dynamics of SIR model on heterogeneous social networks. Then a steady-state analysis is conducted to investigate how the rumor's attraction influences the threshold behavior and the final rumor size. Theoretical analysis and simulation results demonstrate that the rumor spreading threshold is related to the topological characteristics of underlying network and the infectivity of individual but is independent of the attraction of the rumor itself. In addition, whether a rumor spreads or not is determined by the relationship between the effective spreading rate and the spreading threshold. We also find that when a rumor's attraction is very high, the effective spreading rate can easily reach the critical rumor spreading threshold, which leads to rumor spreading far and wide.
引用
收藏
页码:734 / 745
页数:12
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