论文标题
表征Facebook上跨主题的参与动力
Characterizing Engagement Dynamics across Topics on Facebook
论文作者
论文摘要
社交媒体平台严重改变了用户消耗和消化信息的方式,从而改变了主题的流行。在本文中,我们探讨了有争议的主题的病毒性与它们如何触发加热讨论并最终增加用户的两极分化之间的相互作用。我们在Facebook上通过$ \ sim2m $页面和2018年至2022年之间的$ \ sim5700万$帖子进行定量分析,重点是吸引涉及丑闻,悲剧以及社会和政治问题的主题。使用逻辑功能,我们定量评估这些主题在其参与动力学中找到相似模式的演变。最后,我们表明,无论讨论的主题如何,最初的爆发性可能会预测用户未来不良反应的兴起。
Social media platforms heavily changed how users consume and digest information and, thus, how the popularity of topics evolves. In this paper, we explore the interplay between the virality of controversial topics and how they may trigger heated discussions and eventually increase users' polarization. We perform a quantitative analysis on Facebook by collecting $\sim57M$ posts from $\sim2M$ pages and groups between 2018 and 2022, focusing on engaging topics involving scandals, tragedies, and social and political issues. Using logistic functions, we quantitatively assess the evolution of these topics finding similar patterns in their engagement dynamics. Finally, we show that initial burstiness may predict the rise of users' future adverse reactions regardless of the discussed topic.