Anti-Rumor Dissemination Model Based on Heat Influence and Evolution Game

Author:

Chen Jing,Wei Nana,Xin ChenORCID,Liu MingxinORCID,Yu Zeren,Liu Miaomiao

Abstract

Aiming at the problem that the existing rumor dissemination models only focus on the characteristics of rumor dissemination and ignore anti-rumor dissemination, an evolution game model, SDIR, based on heat influence is proposed in this paper. Firstly, in order to solve the problem that rumor and anti-rumor information of emergency events disseminate simultaneously in social networks, the model extracts the factors that affect information dissemination: user behavior characteristics, user closeness and heat influence of participating topics. Secondly, anti-rumor information and an evolutionary game mechanism are introduced into the traditional SIR model, binary information is introduced to analyze the anti-rumor dissemination model SDIR, and the four state transitions and dissemination processes of SDIR are discussed. Finally, the SDIR model is experimentally validated in different datasets and dissemination models. The experimental results show that the SDIR model is in line with the actual dissemination law, and it can be proved that high self-identification ability plays a certain role in suppressing rumors; the anti-rumor information effectively inhibits the spread of rumor information to a certain extent. Compared with other models, the SDIR model is closer to the real diffusion range in the dataset.

Funder

National Natural Science Foundation of China

Natural Science Foundation of Hebei Province

Central Government Guides Local Science and Technology Development Fund Projects

Publisher

MDPI AG

Subject

General Mathematics,Engineering (miscellaneous),Computer Science (miscellaneous)

Reference28 articles.

1. The spread of true and false news online;Vosoughi;Science,2018

2. A Rumor Spreading Model Considering Group propagation andRational Interaction in Social Networks;Ren;Comput. Technol. Dev.,2021

3. Zhang, J., Guo, H., Jing, W., and Jin, Z. Dynamic analysis of rumor propagation model based on true information spreader. Acta Phys. Sin., 2019. 15.

4. Minimizing rumor influence in multiplex online social networks based on human individual and social behaviors;Hosni;Inf. Sci.,2020

5. The spreading dynamics of rumors in social media under the anti-silence spiral effect;Ding;Syst. Eng.-Theory Pract.,2020

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