ANALYSIS OF RUMOR PROPAGATION DYNAMICS IN COMPLEX NETWORKS

被引:0
作者
Yan, Guanghui [1 ]
Tang, Jie [1 ]
Pei, Huayan [1 ]
Chang, Wenwen [1 ]
机构
[1] Lanzhou Jiaotong Univ, Sch Elect & Informat Engn, Key Lab Media Convergence Technol & Commun, Lanzhou 730030, Gansu, Peoples R China
来源
ADVANCES IN COMPLEX SYSTEMS | 2025年 / 28卷 / 01N02期
基金
中国国家自然科学基金;
关键词
Rumors propagation; local stability; global stability; complex network; SPREADING MODEL; MECHANISM;
D O I
10.1142/S0219525925500055
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Considering that rumors propagation is affected by many factors in real life, based on the SIRS infectious disease model in complex networks, an extended ISRI rumor propagation model is proposed by using the probability function to define the influence mechanisms such as trust mechanism, and suspicion mechanism. First, dynamic equations are established for homogeneous and heterogeneous networks, and the rumor and rumor-free equilibrium points in the two networks are analyzed, respectively. Then, the basic reproduction number R0 is obtained by using the next generation matrix and derivative calculation methods. Next, the lyapunov function is constructed to discuss the local stability and global stability of the equilibrium point, and the influence of different parameters on the basic reproduction number R0. In addition, we selected ER network and BA network and found that population flow has a significant impact on the speed and scale of rumor propagation. At the same time, the trust mechanism can improve the propagation speed and scale, while the skepticism mechanism can inhibit the propagation speed, and it is more obvious in the BA network. The interaction between these mechanisms further affects the propagation characteristics of rumors in the network.
引用
收藏
页数:25
相关论文
共 32 条
[1]   Analysis of the impact of education rate on the rumor spreading mechanism [J].
Afassinou, Komi .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2014, 414 :43-52
[2]   A time-delayed epidemic model for Ebola disease transmission [J].
Al-Darabsah, Isam ;
Yuan, Yuan .
APPLIED MATHEMATICS AND COMPUTATION, 2016, 290 :307-325
[3]   Skepticism and rumor spreading: The role of spatial correlations [J].
Amaral, Marco Antonio ;
Dantas, W. G. ;
Arenzon, Jeferson J. .
PHYSICAL REVIEW E, 2020, 101 (06)
[4]   Study on an SIR rumor propagation model with an interaction mechanism on WeChat networks [J].
Chang, Xinghua .
FRONTIERS IN PHYSICS, 2023, 10
[5]   Modeling Public Opinion Polarization in Group Behavior by Integrating SIRS-Based Information Diffusion Process [J].
Chen, Tinggui ;
Shi, Jiawen ;
Yang, Jianjun ;
Cong, Guodong ;
Li, Gongfa .
COMPLEXITY, 2020, 2020
[6]   EPIDEMICS + RUMOURS [J].
DALEY, DJ ;
KENDALL, DG .
NATURE, 1964, 204 (496) :1118-&
[7]  
DIEKMANN O, 1990, J MATH BIOL, V28, P365
[8]  
Gm A., 2024, J. Math. Sci. Model, V7, P1
[9]  
Hasan M. N., 2021, J. Appl. Math. Comput, V5, P105
[10]  
Hosseini S., 2016, Physica A, V512, P012305