CoMuNe Lab, Fondazione Bruno Kessler, Via Sommarive 18, 38123, Povo, TN, Italy.
Max Planck Institute for the Physics of Complex Systems, 01187, Dresden, Germany.
Sci Rep. 2020 Mar 13;10(1):4629. doi: 10.1038/s41598-020-61523-z.
In the era of social media, every day billions of individuals produce content in socio-technical systems resulting in a deluge of information. However, human attention is a limited resource and it is increasingly challenging to consume the most suitable content for one's interests. In fact, the complex interplay between individual and social activities in social systems overwhelmed by information results in bursty activity of collective attention which are still poorly understood. Here, we tackle this challenge by analyzing the online activity of millions of users in a popular microblogging platform during exceptional events, from NBA Finals to the elections of Pope Francis and the discovery of gravitational waves. We observe extreme fluctuations in collective attention that we are able to characterize and explain by considering the co-occurrence of two fundamental factors: the heterogeneity of social interactions and the preferential attention towards influential users. Our findings demonstrate how combining simple mechanisms provides a route towards understanding complex social phenomena.
在社交媒体时代,每天都有数十亿人在社会技术系统中生成内容,导致信息泛滥。然而,人类的注意力是有限的资源,要消费最适合自己兴趣的内容越来越具有挑战性。事实上,信息过载的社会系统中个体和社会活动之间的复杂相互作用导致了集体注意力的爆发性活动,而这些活动仍然理解得很差。在这里,我们通过分析一个流行的微博平台在 NBA 总决赛、教宗方济各选举和引力波发现等特殊事件期间数百万用户的在线活动来应对这一挑战。我们观察到了集体注意力的极端波动,通过考虑两个基本因素的共同作用,我们能够对其进行特征化和解释:社会互动的异质性和对有影响力用户的优先关注。我们的研究结果表明,如何通过结合简单的机制为理解复杂的社会现象提供了一条途径。