Analytically Solvable Model of Spreading Dynamics with Non-Poissonian Processes

被引:83
|
作者
Jo, Hang-Hyun [1 ]
Perotti, Juan I. [1 ]
Kaski, Kimmo [1 ]
Kertesz, Janos [1 ,2 ]
机构
[1] Aalto Univ, Sch Sci, BECS, FI-00076 Espoo, Finland
[2] Cent European Univ, Ctr Network Sci, H-1051 Budapest, Hungary
来源
PHYSICAL REVIEW X | 2014年 / 4卷 / 01期
基金
芬兰科学院;
关键词
Complex systems;
D O I
10.1103/PhysRevX.4.011041
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Non-Poissonian bursty processes are ubiquitous in natural and social phenomena, yet little is known about their effects on the large-scale spreading dynamics. In order to characterize these effects, we devise an analytically solvable model of susceptible-infected spreading dynamics in infinite systems for arbitrary inter-event time distributions and for the whole time range. Our model is stationary from the beginning, and the role of the lower bound of inter-event times is explicitly considered. The exact solution shows that for early and intermediate times, the burstiness accelerates the spreading as compared to a Poisson-like process with the same mean and same lower bound of inter-event times. Such behavior is opposite for late-time dynamics in finite systems, where the power-law distribution of inter-event times results in a slower and algebraic convergence to a fully infected state in contrast to the exponential decay of the Poisson-like process. We also provide an intuitive argument for the exponent characterizing algebraic convergence.
引用
收藏
页数:6
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