情绪交换网络的结构相似性:来自18个危机事件的证据

Ema Kusen, Mark Strembeck
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摘要

在线社交网络(OSNs)在危机事件中发挥着重要的作用,它提供了一个方便的信息寻求、社会联系和意见分享的渠道。在这种情况下,随着危机事件的发展,人们会表达他们的恐惧、恐慌、震惊,以及感激、祝福和同情。尽管危机事件中的情绪反应已经在离线和在线环境中进行了研究,但尚不清楚哪种沟通结构代表特定类型的情绪交换。在本文中,我们报告了一些新的发现,表明并非所有的负面情绪都以同样的方式交换。特别地,我们使用情绪交换主题来比较18个危机事件导致的情绪注释通信网络的结构。我们的研究结果清楚地表明:1)与其他任何一对情绪相比,悲伤和喜悦/爱的交换表现出更多的结构相似性;2)情绪交换网络可以聚集成两个家族,每个家族包含不同类型的情绪;3)两个情感交换网络家族的成员数量随时间而波动。相关数据集可从IEEE datapport下载,DOI: 10.21227/yajb-6y77。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Structural Similarities of Emotion-exchange Networks: Evidence from 18 Crisis Events
: Online social networks (OSNs) play a significant role during crisis events by offering a convenient channel for information seeking, social bonding, and opinion sharing. In this context, people express their fear, panic, shock, as well as gratitude, well-wishing, and empathy as a crisis event evolves over time. Though emotional responses during crisis events have been studied both in offline and online settings, it is yet unclear which communication structures are representative for the exchange of specific types of emotions. In this paper, we report on new findings which indicate that not all negative emotions are exchanged in the same way. In particular, we used emotion-exchange motifs to compare the structure of emotion-annotated communication networks that resulted from 18 crisis events. Our findings clearly indicate that 1) exchanges of sadness on the one hand, and joy / love on the other show more structural similarity than any other pair of emotions, 2) emotion-exchange networks can be clustered into two families, each of which includes different types of emotions, 3) membership in the two families of emotion-exchange networks fluctuates over time. A related data-set is available for download from IEEE DataPort, DOI: 10.21227/yajb-6y77.
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