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Rumor spreading model with trust mechanism in complex social networks

机译:复杂社交网络中具有信任机制的谣言传播模型

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摘要

In this paper, to study rumor spreading, we propose a novel susceptible-infected-removed (SIR) model by introducing the trust mechanism. We derive mean-field equations that describe the dynamics of the SIR model on homogeneous networks and inhomogeneous networks. Then a steady-state analysis is conducted to investigate the critical threshold and the final size of the rumor spreading. We show that the introduction of trust mechanism reduces the final rumor size and the velocity of rumor spreading, but increases the critical thresholds on both networks. Moreover, the trust mechanism not only greatly reduces the maximum rumor influence, but also postpones the rumor terminal time, which provides us with more time to take measures to control the rumor spreading. The theoretical results are confirmed by sufficient numerical simulations.
机译:在本文中,为了研究谣言传播,通过引入信任机制,我们提出了一种新型的易感性感染去除(SIR)模型。我们推导了描述均质网络和非均质网络上SIR模型动力学的均值场方程。然后进行稳态分析以调查关键阈值和谣言传播的最终大小。我们表明,信任机制的引入减少了最终谣言的大小和谣言传播的速度,但增加了两个网络上的关键阈值。此外,信任机制不仅大大降低了最大的谣言影响力,而且推迟了谣言传播的时间,为我们提供了更多的时间来采取措施控制谣言的传播。理论结果已通过足够的数值模拟得到证实。

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