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感染率各异的人群中流行病的缓慢消亡

Slow epidemic extinction in populations with heterogeneous infection rates.

作者信息

Buono C, Vazquez F, Macri P A, Braunstein L A

机构信息

Instituto de Investigaciones Físicas de Mar del Plata UNMdP-CONICET and Departamento de Física FCEyN, Universidad Nacional de Mar del Plata, Funes 3350 (7600) Mar del Plata, Argentina.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Aug;88(2):022813. doi: 10.1103/PhysRevE.88.022813. Epub 2013 Aug 26.

DOI:10.1103/PhysRevE.88.022813
PMID:24032889
Abstract

We explore how heterogeneity in the intensity of interactions between people affects epidemic spreading. For that, we study the susceptible-infected-susceptible model on a complex network, where a link connecting individuals i and j is endowed with an infection rate β(ij)=λw(ij) proportional to the intensity of their contact w(ij), with a distribution P(w(ij)) taken from face-to-face experiments analyzed in Cattuto et al. [PLoS ONE 5, e11596 (2010)]. We find an extremely slow decay of the fraction of infected individuals, for a wide range of the control parameter λ. Using a distribution of width a we identify two large regions in the a-λ space with anomalous behaviors, which are reminiscent of rare region effects (Griffiths phases) found in models with quenched disorder. We show that the slow approach to extinction is caused by isolated small groups of highly interacting individuals, which keep epidemics alive for very long times. A mean-field approximation and a percolation approach capture with very good accuracy the absorbing-active transition line for weak (small a) and strong (large a) disorder, respectively.

摘要

我们探究人与人之间相互作用强度的异质性如何影响流行病传播。为此,我们研究复杂网络上的易感-感染-易感模型,其中连接个体i和j的边被赋予一个感染率β(ij)=λw(ij),它与个体间接触强度w(ij)成正比,w(ij)的分布P(w(ij))取自Cattuto等人[《公共科学图书馆·综合》5,e11596 (2010)]分析的面对面实验。我们发现,在广泛的控制参数λ范围内,感染个体比例的衰减极其缓慢。使用宽度为a的分布,我们在a-λ空间中识别出两个具有异常行为的大区域,这让人联想到在具有淬火无序的模型中发现的稀有区域效应(格里菲斯相)。我们表明,灭绝的缓慢过程是由孤立的高度相互作用的小群体导致的,这些小群体使流行病长时间持续存在。平均场近似和渗流方法分别以非常高的精度捕捉了弱无序(小a)和强无序(大a)情况下的吸收-活跃转变线。

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