Community Size Effects on Epidemic Spreading in Multiplex Social Networks.

The dynamical process of epidemic spreading has drawn much attention of the complex network community. In the network paradigm, diseases spread from one person to another through the social ties amongst the population. There are a variety of factors that govern the processes of disease spreading on...

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Main Authors: Ting Liu, Ping Li, Yan Chen, Jie Zhang
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0152021
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spelling doaj-ca4e36b19e7b43659e0f1c1a766571f22021-03-03T19:56:41ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01113e015202110.1371/journal.pone.0152021Community Size Effects on Epidemic Spreading in Multiplex Social Networks.Ting LiuPing LiYan ChenJie ZhangThe dynamical process of epidemic spreading has drawn much attention of the complex network community. In the network paradigm, diseases spread from one person to another through the social ties amongst the population. There are a variety of factors that govern the processes of disease spreading on the networks. A common but not negligible factor is people's reaction to the outbreak of epidemics. Such reaction can be related information dissemination or self-protection. In this work, we explore the interactions between disease spreading and population response in terms of information diffusion and individuals' alertness. We model the system by mapping multiplex networks into two-layer networks and incorporating individuals' risk awareness, on the assumption that their response to the disease spreading depends on the size of the community they belong to. By comparing the final incidence of diseases in multiplex networks, we find that there is considerable mitigation of diseases spreading for full phase of spreading speed when individuals' protection responses are introduced. Interestingly, the degree of community overlap between the two layers is found to be critical factor that affects the final incidence. We also analyze the consequences of the epidemic incidence in communities with different sizes and the impacts of community overlap between two layers. Specifically, as the diseases information makes individuals alert and take measures to prevent the diseases, the effective protection is more striking in small community. These phenomena can be explained by the multiplexity of the networked system and the competition between two spreading processes.https://doi.org/10.1371/journal.pone.0152021
collection DOAJ
language English
format Article
sources DOAJ
author Ting Liu
Ping Li
Yan Chen
Jie Zhang
spellingShingle Ting Liu
Ping Li
Yan Chen
Jie Zhang
Community Size Effects on Epidemic Spreading in Multiplex Social Networks.
PLoS ONE
author_facet Ting Liu
Ping Li
Yan Chen
Jie Zhang
author_sort Ting Liu
title Community Size Effects on Epidemic Spreading in Multiplex Social Networks.
title_short Community Size Effects on Epidemic Spreading in Multiplex Social Networks.
title_full Community Size Effects on Epidemic Spreading in Multiplex Social Networks.
title_fullStr Community Size Effects on Epidemic Spreading in Multiplex Social Networks.
title_full_unstemmed Community Size Effects on Epidemic Spreading in Multiplex Social Networks.
title_sort community size effects on epidemic spreading in multiplex social networks.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description The dynamical process of epidemic spreading has drawn much attention of the complex network community. In the network paradigm, diseases spread from one person to another through the social ties amongst the population. There are a variety of factors that govern the processes of disease spreading on the networks. A common but not negligible factor is people's reaction to the outbreak of epidemics. Such reaction can be related information dissemination or self-protection. In this work, we explore the interactions between disease spreading and population response in terms of information diffusion and individuals' alertness. We model the system by mapping multiplex networks into two-layer networks and incorporating individuals' risk awareness, on the assumption that their response to the disease spreading depends on the size of the community they belong to. By comparing the final incidence of diseases in multiplex networks, we find that there is considerable mitigation of diseases spreading for full phase of spreading speed when individuals' protection responses are introduced. Interestingly, the degree of community overlap between the two layers is found to be critical factor that affects the final incidence. We also analyze the consequences of the epidemic incidence in communities with different sizes and the impacts of community overlap between two layers. Specifically, as the diseases information makes individuals alert and take measures to prevent the diseases, the effective protection is more striking in small community. These phenomena can be explained by the multiplexity of the networked system and the competition between two spreading processes.
url https://doi.org/10.1371/journal.pone.0152021
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