网络物理社会的异质情绪传染

IF 5.2 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of King Saud University-Computer and Information Sciences Pub Date : 2024-09-18 DOI:10.1016/j.jksuci.2024.102193
Heqi Gao , Jiayi Zhang , Guijuan Zhang , Chengming Zhang , Zena Tian , Dianjie Lu
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引用次数: 0

摘要

当紧急情况发生时,恐慌会在网络空间和物理空间迅速蔓延。尽管网络物理社会(CPS)中的情绪传染受到广泛关注,但现有研究往往忽略了个体关系的异质性,从而导致模型不精确。为了解决这个问题,我们提出了一种适用于 CPS 的异质性情感传染方法。首先,我们引入强弱情感传染模型(SW-ECM)来模拟 CPS 中的异质情感传染过程。其次,我们提出了 SW-ECM 的均场方程,以准确捕捉 CPS 中异质情绪传染的动态演化过程。最后,我们构建了一个基于强弱关系的小世界网络来验证我们方法的有效性。实验结果表明,我们的方法可以有效地模拟异质情绪传染并捕捉个体间关系的变化,为容易发生情绪传染的人群疏散提供有价值的指导。
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Heterogeneous emotional contagion of the cyber–physical society

When emergencies occur, panic spreads quickly across cyberspace and physical space. Despite widespread attention to emotional contagion in cyber–physical societies (CPS), existing studies often overlook individual relationship heterogeneity, which results in imprecise models. To address this issue, we propose a heterogeneous emotional contagion method for CPS. First, we introduce the Strong–Weak Emotional Contagion Model (SW-ECM) to simulate the heterogeneous emotional contagion process in CPS. Second, we formulate the mean-field equations for the SW-ECM to accurately capture the dynamic evolution of heterogeneous emotional contagion in the CPS. Finally, we construct a small-world network based on strong–weak relationships to validate the effectiveness of our method. The experimental results show that our method can effectively simulate the heterogeneous emotional contagion and capture changes in relationships between individuals, providing valuable guidance for crowd evacuations prone to emotional contagion.

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来源期刊
CiteScore
10.50
自引率
8.70%
发文量
656
审稿时长
29 days
期刊介绍: In 2022 the Journal of King Saud University - Computer and Information Sciences will become an author paid open access journal. Authors who submit their manuscript after October 31st 2021 will be asked to pay an Article Processing Charge (APC) after acceptance of their paper to make their work immediately, permanently, and freely accessible to all. The Journal of King Saud University Computer and Information Sciences is a refereed, international journal that covers all aspects of both foundations of computer and its practical applications.
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