Phase transitions in contagion processes mediated by recurrent mobility patterns

被引:193
作者
Balcan, Duygu [1 ,2 ]
Vespignani, Alessandro [1 ,2 ,3 ]
机构
[1] Indiana Univ, Sch Informat & Comp, Ctr Complex Networks & Syst Res CNetS, Bloomington, IN 47408 USA
[2] Indiana Univ, Pervas Technol Inst, Bloomington, IN 47406 USA
[3] ISI, I-10133 Turin, Italy
关键词
TRANSPORTATION NETWORK; METAPOPULATION MODELS; SPATIAL HETEROGENEITY; EPIDEMICS; SPREAD; DYNAMICS; PREDICTABILITY; MULTISCALE; DIFFUSION; INVASION;
D O I
10.1038/NPHYS1944
中图分类号
O4 [物理学];
学科分类号
070305 [高分子化学与物理];
摘要
Human mobility and activity patterns mediate contagion on many levels, including the spatial spread of infectious diseases, diffusion of rumours, and emergence of consensus. These patterns however are often dominated by specific locations and recurrent flows and poorly modelled by the random diffusive dynamics generally used to study them. Here we develop a theoretical framework to analyse contagion within a network of locations where individuals recall their geographic origins. We find a phase transition between a regime in which the contagion affects a large fraction of the system and one in which only a small fraction is affected. This transition cannot be uncovered by continuous deterministic models because of the stochastic features of the contagion process and defines an invasion threshold that depends on mobility parameters, providing guidance for controlling contagion spread by constraining mobility processes. We recover the threshold behaviour by analysing diffusion processes mediated by real human commuting data.
引用
收藏
页码:581 / 586
页数:6
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