Diffusion in networks and the virtue of burstiness

被引:18
作者
Akbarpour, Mohammad [1 ]
Jackson, Matthew O. [2 ,3 ,4 ]
机构
[1] Stanford Univ, Grad Sch Business, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Econ, Stanford, CA 94305 USA
[3] Santa Fe Inst, Santa Fe, NM 87501 USA
[4] Canadian Inst Adv Res, Inst Org & Growth IOG Program, Toronto, ON M5G 1Z8, Canada
关键词
social networks; diffusion; contagion; bursty; random networks; CONTAGION;
D O I
10.1073/pnas.1722089115
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Whether an idea, information, or infection diffuses throughout a society depends not only on the structure of the network of interactions, but also on the timing of those interactions. People are not always available to interact with others, and people differ in the timing of when they are active. Some people are active for long periods and then inactive for long periods, while others switch more frequently from being active to inactive and back. We show that maximizing diffusion in classic contagion processes requires heterogeneous activity patterns across agents. In particular, maximizing diffusion comes from mixing two extreme types of people: those who are stationary for long periods of time, changing from active to inactive or back only infrequently, and others who alternate frequently between being active and inactive.
引用
收藏
页码:E6996 / E7004
页数:9
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