考虑个体游戏行为和时间延迟的多渠道谣言传播模型

Yafang Dong, Liang’an Huo, Xiaoxiao Xie, Ming Li
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引用次数: 0

摘要

互联网的快速发展加速了谣言的传播,给社会凝聚力和稳定带来了挑战。针对这一问题,我们提出了一个包含个体博弈行为和时间延迟的多渠道谣言传播模型。该模型描述了个人在谣言传播过程中对传播渠道的策略性选择,更忠实地反映了现实世界的复杂性。具体来说,该模型允许传播者在文本和视频信息基础渠道之间进行选择。策略的采取取决于收益与成本,收益决定策略,传播过程决定个体的状态。通过对模型的理论分析,得出了传播阈值和平衡点。然后根据 Routh-Hurwitz 判断和笛卡尔符号法则进一步证明了模型的稳定性。然后进行数值模拟,以验证理论结果的正确性以及模型对关键参数的敏感性。结果表明,增加传播者的传播成本可以大大抑制谣言的传播。与经典模型相比,在本文改进的多渠道谣言传播模型中,谣言传播的速度更快、范围更广,这也是更符合现实世界场景的特征。最后,利用真实的谣言传播数据集验证了模型的有效性和预测能力,表明改进后的多渠道谣言传播模型具有良好的实际应用和预测价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The multi-channel rumor propagation model considering individual game behavior and time delay
The rapid development of the Internet has accelerated the spread of rumors, posing challenges to social cohesion and stability. To address this, a multi-channel rumor propagation model incorporating individual game behavior and time delay is proposed. It depicts individuals strategically choosing propagation channels in the rumor spread process, capturing real-world intricacies more faithfully. Specifically, the model allowing spreaders to choose between text and video information base channels. Strategy adoption hinges on benefits versus costs, with payoffs dictating strategy and the propagation process determining an individual's state. By theoretical analysis of the model, the propagation threshold and equilibrium points are obtained. Then the stability of the model is further demonstrated based on Routh-Hurwitz judgment and Descartes' Rule of Signs. Then numerical simulations are conducted to verify the correctness of the theoretical results and the sensitivity of the model to key parameters. The outcomes reveal that increasing the propagation cost of spreaders can significantly curb the spread of rumors. In contrast to the classical model, rumors spread faster and more widely in the improved multi-channel rumor propagation model in this paper, which is a feature more aligned with real-world scenarios. Finally, the validity and predictive ability of the model are verified by using real rumor propagation data sets, indicating that the improved multi-channel rumor propagation model has good practical application and predictive value.
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