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Rumor and authoritative information propagation model considering super spreading in complex social networks

机译:谣言和权威信息传播模型考虑复杂的社交网络超级传播

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摘要

The research of rumor spreading and controlling has become an important issue in social networks. In this paper, we propose a novel rumor and authoritative information propagation model considering the super spreading mechanism. We derive mean-field equations to describe the dynamics of the rumor and authoritative information propagation model. Then the basic reproduction number and the final size of rumor and authoritative information are estimated. Simulations are conducted in a Barabasi-Albert scale-free network to verify the effectiveness by comparing the proposed model with real data in Sina Weibo and to analyze the dynamics of the model. The results show that the influence of super spreading mechanism on rumor is greater than that on authoritative information. The presence of the super spreading mechanism only on rumor will cause explosive growth of the final rumor spreading size. Besides, the stronger the force of authoritative information, the smaller the final rumor spreading size and the larger the final authoritative information size. What is more, the influence of the force of authoritative information to attract individuals to spread it has greater influence on the final rumor and authoritative information spreading size than the force to forbid spreading rumors. The results are useful to understand better the mechanism of rumor propagation and refutation in complex social networks. (C) 2018 Elsevier B.V. All rights reserved.
机译:谣言传播和控制的研究已成为社交网络中的一个重要问题。在本文中,考虑到超级传播机制,提出了一种新颖的谣言和权威信息传播模型。我们推导了平均场方程来描述谣言和权威信息传播模型的动态。然后估计基本的再现号码和谣言和权威信息的最终尺寸。在BaraBasi-Albert尺度网络中进行模拟,通过将所提出的模型与新浪微博中的真实数据进行比较并分析模型的动态来验证有效性。结果表明,超级传播机制对谣言的影响大于权威信息。仅在谣言上存在超级传播机构将导致最终谣言扩散尺寸的爆炸性生长。此外,权威信息的力量越强,最终谣言扩散尺寸越小,最终权威信息规模越大。更重要的是,权威信息力量的影响吸引个人扩散它对最终谣言和权威信息传播的尺寸大于禁止扩散谣言的力量。结果对于更好地了解复杂的社交网络中的谣言传播和驳斥的机制是有用的。 (c)2018年elestvier b.v.保留所有权利。

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