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How the contact differences and individuals' similarity affect the rumor propagation process in complex heterogeneous networks

机译:联系人差异和个人的相似性如何影响复杂异构网络中的谣言传播过程

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In this paper, we investigate how the contact differences and individuals' similarity affect the rumor propagation process in complex heterogeneous networks. Unlike existing models that neglect the contact differences or assume the homogeneity of individuals' characteristics, the spreading rate in the proposed model is no longer deemed to be a constant, but it changes when the rumor spreads between different individuals. By means of the mean-field method, the spreading threshold and the final size of the rumor are explicitly derived. Two types of rumor control strategies are theoretically analyzed by comparing their effects on the spreading threshold. To verify the theoretical results, a series of numerical simulations are presented. The simulation results demonstrate that a lower contact rate impedes the diffusion process, and a higher degree of individuals' similarity promotes the flow of information among individuals. The two factors (i.e. high enough the contact rate and degree of individuals' similarity) are crucial to sustain the spreading process, and the absence of either of them would significantly increase the threshold. In addition, the results of the comparison of different control strategies suggest that controlling the spreading behavior of individuals with higher degrees can more effectively suppress the evolutionary process of the rumor.
机译:在本文中,我们研究了联系差异和个人的相似性如何影响复杂异构网络中的谣言传播过程。与忽视接触差异或假设个人特征的同质性的现有模型不同,所提出的模型中的扩展速率被认为是恒定的,但是当谣言在不同个体之间传播时变化。通过平均场方法,明确地派生传播阈值和谣言的最终尺寸。通过比较它们对扩展阈值的影响,理论上分析了两种类型的谣言控制策略。为了验证理论结果,提出了一系列数值模拟。仿真结果表明,较低的接触率阻碍了扩散过程,并且更高程度的个体相似度促进了个体之间的信息流程。两个因素(即足够高的接触率和个人相似性)对于维持传播过程至关重要,并且它们中的任何一个都会显着增加阈值。此外,不同控制策略的比较结果表明,控制具有较高程度的个体的扩散行为可以更有效地抑制谣言的进化过程。

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