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Effects of awareness diffusion and self-initiated awareness behavior on epidemic spreading - an approach based on multiplex networks

机译:意识传播和自我启发意识行为的影响   流行病传播 - 一种基于多路网络的方法

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摘要

In this paper, we study the interplay between the epidemic spreading and thediffusion of awareness in multiplex networks. In the model, an infectiousdisease can spread in one network representing the paths of epidemic spreading(contact network), leading to the diffusion of awareness in the other network(information network), and then the diffusion of awareness will causeindividuals to take social distances, which in turn affects the epidemicspreading. As for the diffusion of awareness, we assume that, on the one hand,individuals can be informed by other aware neighbors in information network, onthe other hand, the susceptible individuals can be self-awareness induced bythe infected neighbors in the contact networks (local information) or massmedia (global information). Through Markov chain approach and numericalcomputations, we find that the density of infected individuals and the epidemicthreshold can be affected by the structures of the two networks and theeffective transmission rate of the awareness. However, we prove that though theintroduction of the self-awareness can lower the density of infection, whichcannot increase the epidemic threshold no matter of the local information orglobal information. Our finding is remarkably different to many previousresults--local information based behavioral response can alter the epidemicthreshold.
机译:在本文中,我们研究了多元网络中流行性传播与意识扩散之间的相互作用。在该模型中,传染病可以在代表流行病传播路径的一个网络(接触网络)中传播,从而导致意识在另一网络(信息网络)中传播,然后意识的传播将导致个人采取社交距离,反过来又影响了流行病的传播。关于意识的传播,我们假设,一方面可以通过信息网络中的其他有意识的邻居来告知个人,另一方面,易感个体可以由接触网络中被感染的邻居诱导的自我意识(本地信息)或大众媒体(全球信息)。通过马尔可夫链法和数值计算,我们发现感染者的密度和流行阈值可能受到两个网络的结构和意识的有效传播率的影响。然而,我们证明,尽管引入自我意识可以降低感染的密度,但是无论本地信息还是全球信息,都无法提高流行阈值。我们的发现与许多先前的结果截然不同-基于本地信息的行为反应可以改变流行阈值。

著录项

  • 作者

    Kan, Jia-Qian; Zhang, Hai-Feng;

  • 作者单位
  • 年度 2015
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  • 原文格式 PDF
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  • 入库时间 2022-08-20 21:10:01

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