Modeling Emotion Entrainment of Online Users in Emergency Events

doi:10.1109/ISI.2015.7165961

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 互联网大数据与信息安全

	Modeling Emotion Entrainment of Online Users in Emergency Events
	He, Saike1 ; Zheng, Xiaolong1 ; Zeng, Daniel1,2 ; Xu, Bo3 ; Li, Changliang3 ; Tian, Guanhua3 ; Hao, Hongwei3
	2015-05-27
会议名称	IEEE International Conference on Intelligence and Security Informatics (IEEE ISI 2015)
会议录名称	2015 IEEE International Conference on Intelligence and Security Informatics (ISI)
会议日期	2015-5-27 ~ 2015-5-29
会议地点	Baltimore, MD, USA
摘要	Emotion entrainment accounts for the rhythmic convergence of human emotions through social interactions. This phenomenon abounds in various disciplines, i.e. effervescency in soccer games, anger proliferation in violence incidents, or anxiety diffusion in disasters. Although emotion entrainment is highly relevant to the quality of human daily life, the principles underpinning this phenomenon is still unclear. Previous dynamic models try to explain entrainment phenomenon by assuming symmetrical coupling among identical individuals. Yet this assumption clearly does not hold in real-world human interactions. As such, we propose an alternative model that captures asymmetric relationships. In depicting the coupling mechanism, the effect of social influence is also encoded. Experimental results on two emergent social events suggest that the proposed model characterizes emotion trends with high accuracy. Also, we explain the emotion dynamics by analyzing the reconstructed entrainment matrix. Our work may present practical implications for those who want to guide or regulate the emotion evolution in emergency events discussed online.
关键词	Emotion Entrainment Dynamic Model Social Influence
DOI	10.1109/ISI.2015.7165961
URL	查看原文
收录类别	EI
语种	英语
引用统计
文献类型	会议论文
条目标识符	http://ir.ia.ac.cn/handle/173211/10777
专题	多模态人工智能系统全国重点实验室_互联网大数据与信息安全
通讯作者	He, Saike
作者单位	1.State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences 2.Department of Management Information Systems, University of Arizona 3.Institute of Automation, Chinese Academy of Sciences
第一作者单位	中国科学院自动化研究所
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	He, Saike,Zheng, Xiaolong,Zeng, Daniel,et al. Modeling Emotion Entrainment of Online Users in Emergency Events[C],2015.

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