Temporal Dynamics of Posts and User Engagement of Influencers on Facebook and Instagram

被引:9
|
作者
Vassio, Luca [1 ]
Garetto, Michele [2 ]
Chiasserini, Carla [1 ]
Leonardi, Emilio [1 ]
机构
[1] Politecn Torino, Turin, Italy
[2] Univ Turin, Turin, Italy
关键词
Online Social Networks; Temporal dynamics; Popularity evolution; User engagement; Facebook; Instagram; POPULARITY;
D O I
10.1145/3487351.3488340
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A relevant fraction of human interactions occurs on online social networks. Freshness of content seems to play an important role, with content popularity rapidly vanishing over time. In this paper, we investigate how influencers' generated content (i.e., posts) attracts interactions, measured by number of likes or reactions. We analyse the activity of Italian influencers and followers over more than 5 years, focusing on two popular social networks: Facebook and Instagram, including more than 13 billion interactions and about 4 million posts. We characterise the influencers' and followers' behaviour over time, show that influencers' posts are short-lived with an exponential temporal decay, and characterise the time evolution of the interactions from their initial peak till the end of a post lifetime. Finally, leveraging our findings, we discuss how they can be exploited to develop an analytical model of the interactions temporal dynamics.
引用
收藏
页码:129 / 133
页数:5
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