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A rumor spreading model based on information entropy

机译:基于信息熵的谣言传播模型

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摘要

Rumor spreading can have a significant impact on people’s lives, distorting scientific facts and influencing political opinions. With technologies that have democratized the production and reproduction of information, the rate at which misinformation can spread has increased significantly, leading many to describe contemporary times as a ‘post-truth era’. Research into rumor spreading has primarily been based on either model of social and biological contagion, or upon models of opinion dynamics. Here we present a comprehensive model that is based on information entropy, which allows for the incorporation of considerations like the role of memory, conformity effects, differences in the subjective propensity to produce distortions, and variations in the degree of trust that people place in each other. Variations in the degree of trust are controlled by a confidence factor β, while the propensity to produce distortions is controlled by a conservation factor K. Simulations were performed using a Barabási–Albert (BA) scale-free network seeded with a single piece of information. The influence of β and K upon the temporal evolution of the system was subsequently analyzed regarding average information entropy, opinion fragmentation, and the range of rumor spread. These results can aid in decision-making to limit the spread of rumors.
机译:谣言的传播会对人们的生活产生重大影响,扭曲科学事实并影响政治观点。随着使信息的生产和复制民主化的技术,错误信息的传播速度大大增加,导致许多人将当代描述为“后真理时代”。关于谣言传播的研究主要基于社会和生物传染模型,或者基于舆论动态模型。在这里,我们提出了一个基于信息熵的综合模型,该模型允许考虑各种因素,例如记忆的作用,整合效果,主观倾向的差异以产生失真以及人们对每个人的信任程度的变化其他。信任度的变化由置信因子β控制,而产生失真的倾向则由守恒因子K控制。使用Barabási-Albert(BA)无标度网络播种了仿真,该网络植入了一条信息。随后分析了β和K对系统时间演变的影响,涉及平均信息熵,观点分散和谣言传播范围。这些结果有助于决策,以限制谣言的传播。

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