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邱小燕,王佳佳. 社交网络中带有真相传播者的谣言传播模型研究 [J]. 应用技术学报,2022,22(4):413-420.. DOI: 10.3969/j.issn.2096-3424.2022.04.019
引用本文: 邱小燕,王佳佳. 社交网络中带有真相传播者的谣言传播模型研究 [J]. 应用技术学报,2022,22(4):413-420.. DOI: 10.3969/j.issn.2096-3424.2022.04.019
QIU Xiaoyan, WANG Jiajia. A Rumor Spreading Model with the Truth-Telling People in Social Networks[J]. Journal of Technology, 2022, 22(4): 413-420. DOI: 10.3969/j.issn.2096-3424.2022.04.019
Citation: QIU Xiaoyan, WANG Jiajia. A Rumor Spreading Model with the Truth-Telling People in Social Networks[J]. Journal of Technology, 2022, 22(4): 413-420. DOI: 10.3969/j.issn.2096-3424.2022.04.019

社交网络中带有真相传播者的谣言传播模型研究 

A Rumor Spreading Model with the Truth-Telling People in Social Networks

  • 摘要: 真相传播者具有传播事实真相和驳斥谣言的作用。在均匀网络中研究辟谣机制的谣言传播模型,根据传播规则建立平均场方程,并进行稳定性分析。在社交网络Livejournal上就真相传播者对谣言传播过程的影响进行了数值模拟,得到如下结果:由于谣言的传播与免疫以及科学真相的传播,最终系统中仅剩下谣言免疫者和真相传播者;真相传播者通过传播真相和驳斥谣言, 抑制了谣言的传播速度并且降低了谣言的传播规模;随着辟谣机制中的参数不同,网络结构对谣言传播的作用会发生变化,当真相传播率较高的时候,规则网络中的谣言最终规模小于BA无标度网络中规模,但在比较辟谣机制中其他参数的影响时,规则网络中的谣言最终规模大于BA无标度网络中规模。

     

    Abstract: The truth-telling people can spread the true facts and refute the rumor. A rumor spreading model integrated with this truth-telling mechanism is developed on homogeneous networks. The mean field equations are derived accordingly, and the stability analysis is conducted as well. The numerical analysis is carried out on a real social network, Livejournal to investigate the impacts of the truth-telling mechanism on the rumor spreading. The results show that when the system goes steady, there are only stiflers and truth-tellers left; the truth-telling mechanism hampers the diffusion speed of the rumor and cuts down the final size of the rumor; the effects of the network structure change with the parameters in the truth-telling mechanism, i.e. when the truth spreading rate stays relatively high, the BA scale-free network has a larger final size of the rumor than the regular network, while in other cases, the final size of the rumor on regular network is larger than that on the BA scale-free network.

     

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