Analysis of epidemic propagation using mean field theory on signed graphs
Su, Hongwei2; Zhang, Zi-Wei2; Wen, Guoxing3; Yan, Guan1
刊名MODERN PHYSICS LETTERS B
2022-02-28
卷号36期号:06页码:10
关键词Signed networks epidemic propagation infection rate mean field approximation dynamic properties
ISSN号0217-9849
DOI10.1142/S0217984921505941
英文摘要Over the past few decades, the study of epidemic propagation has caught widespread attention from many areas. The field of graphs contains a wide body of research, yet only a few studies explore epidemic propagation's dynamics in "signed" networks. Motivated by this problem, in this paper we propose a new epidemic propagation model for signed networks, denoted as S-SIS. To explain our analysis, we utilized the mean field theory to demonstrate the theoretical results. When we compare epidemic propagation through negative links to those only having positive links, we find that a higher proportion of infected nodes actually spreads at a relatively small infection rate. It is also found that when the infection rate is higher than a certain value, the overall spreading in a signed network begins showing signs of suppression. Finally, in order to verify our findings, we apply the S-SIS model on Erdos-Renyi random network and scale-free network, and the simulation results is well consist with the theoretical analysis.
资助项目Innovation Training Program of Shandong Province[S202110449046] ; National Natural Science Foundation of China[62073045]
WOS研究方向Physics
语种英语
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
WOS记录号WOS:000765319300001
内容类型期刊论文
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/60130]  
专题中国科学院数学与系统科学研究院
通讯作者Wen, Guoxing
作者单位1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
2.Binzhou Univ, Coll Econ & Management, Binzhou 256600, Shandong, Peoples R China
3.Binzhou Univ, Coll Sci, Binzhou 256600, Shandong, Peoples R China
推荐引用方式
GB/T 7714
Su, Hongwei,Zhang, Zi-Wei,Wen, Guoxing,et al. Analysis of epidemic propagation using mean field theory on signed graphs[J]. MODERN PHYSICS LETTERS B,2022,36(06):10.
APA Su, Hongwei,Zhang, Zi-Wei,Wen, Guoxing,&Yan, Guan.(2022).Analysis of epidemic propagation using mean field theory on signed graphs.MODERN PHYSICS LETTERS B,36(06),10.
MLA Su, Hongwei,et al."Analysis of epidemic propagation using mean field theory on signed graphs".MODERN PHYSICS LETTERS B 36.06(2022):10.
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