监测灾害期间的集体注意力

Xingsheng He, Y. Lin
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引用次数: 1

摘要

通过社交媒体和其他通信技术共享的大量信息的激增将我们带入了一个注意力稀缺的时代。有效的危机应对既需要系统地了解在灾难事件中集体注意力是如何产生的,也需要监测公众注意力因事件而转移的可靠技术。然而,“注意力”是一个抽象的概念,很难描述。在这项工作中,我们提出了一个注意力转移网络,以系统地分析集体注意力在应对现实世界外生冲击(如灾害)时的动态。利用Twitter用户在暴力恐怖袭击前后的完整时间线上出现的标签——2015年11月13日发生的巴黎袭击——我们彻底研究了网络结构的性质,揭示了在常规时间和外生冲击下集体注意力的时间动态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Monitoring Collective Attention During Disasters
The proliferation of vast information shared through social media and other communication technologies has led us to an era of attention scarcity. Effective crisis response requires both a systematic understanding of how collective attention emerges during disaster events and robust techniques for monitoring the public's attention shift due to the events.However, "attention" is an abstract concept that is very challenging to characterize. In this work, we propose an attention shift network to systematically analyze the dynamics of collective attention in response to real-world exogenous shocks such as disasters. Using hashtags appeared in Twitter users' complete timelines around a violent terrorist attack -- the Paris attacks occurred on November 13, 2015 -- we thoroughly investigate the properties of network structures and reveal the temporal dynamics of the collective attention under both regular time and exogenous shock.
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