中文版 | English
题名

Directionality reduces the impact of epidemics in multilayer networks

作者
通讯作者Moreno, Yamir
发表日期
2019-09-12
DOI
发表期刊
ISSN
1367-2630
卷号21期号:9
摘要

Our understanding of how diseases spread has greatly benefited from advances in network modeling. However, despite of its importance for disease contagion, the directionality of edges has rarely been taken into account. On the other hand, the introduction of the multilayer framework has made it possible to deal with more complex scenarios in epidemiology such as the interaction between different pathogens or multiple strains of the same disease. In this work, we study in depth the dynamics of disease spreading in directed multilayer networks. Using the generating function approach and numerical simulations of a stochastic susceptible-infected-susceptible model, we calculate the epidemic threshold of synthetic and real-world multilayer systems and show that it is mainly determined by the directionality of the links connecting different layers, regardless of the degree distribution chosen for the layers. Our findings are of utmost interest given the ubiquitous presence of directed multilayer networks and the widespread use of disease-like spreading processes in abroad range of phenomena such as diffusion processes in social and transportation systems.

关键词
相关链接[来源记录]
收录类别
SCI ; EI
语种
英语
学校署名
第一
资助项目
FEDER funds[FIS2017-87519-P]
WOS研究方向
Physics
WOS类目
Physics, Multidisciplinary
WOS记录号
WOS:000485745400004
出版者
EI入藏号
20195007836416
EI主题词
Epidemiology ; Large Scale Systems ; Multilayers ; Networks (Circuits) ; Stochastic Models ; Stochastic Systems
EI分类号
Health Care:461.7 ; Electric Networks:703.1 ; Computer Systems And Equipment:722 ; Probability Theory:922.1 ; Systems Science:961
ESI学科分类
PHYSICS
来源库
Web of Science
引用统计
被引频次[WOS]:5
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/25188
专题南方科技大学
未来网络研究院
作者单位
1.Southern Univ Sci & Technol, Inst Future Networks, Shenzhen, Peoples R China
2.Peng Cheng Lab, Res Ctr Networks & Commun, Shenzhen, Peoples R China
3.Univ Zaragoza, Inst Biocomp & Phys Complex Syst, Zaragoza, Spain
4.Univ Zaragoza, Dept Theoret Phys, Zaragoza, Spain
5.ISI Fdn, Turin, Italy
第一作者单位南方科技大学
第一作者的第一单位南方科技大学
推荐引用方式
GB/T 7714
Wang, Xiangrong,Aleta, Alberto,Lu, Dan,et al. Directionality reduces the impact of epidemics in multilayer networks[J]. NEW JOURNAL OF PHYSICS,2019,21(9).
APA
Wang, Xiangrong,Aleta, Alberto,Lu, Dan,&Moreno, Yamir.(2019).Directionality reduces the impact of epidemics in multilayer networks.NEW JOURNAL OF PHYSICS,21(9).
MLA
Wang, Xiangrong,et al."Directionality reduces the impact of epidemics in multilayer networks".NEW JOURNAL OF PHYSICS 21.9(2019).
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