Mathematical analysis of information propagation model in complex networks

被引:6
|
作者
Zhu, Linhe [1 ]
Guan, Gui [1 ,2 ]
Zhang, Zhengdi [1 ]
机构
[1] Jiangsu Univ, Sch Math Sci, Zhenjiang 212013, Jiangsu, Peoples R China
[2] Hunan Univ, Sch Math, Changsha 410082, Hunan, Peoples R China
来源
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Reaction-diffusion model; delay; propagation dynamics; complex networks; RUMOR SPREADING MODEL; EPIDEMIC MODEL; STABILITY ANALYSIS; GLOBAL STABILITY; SOCIAL NETWORKS; DIFFUSION; BIFURCATION; MECHANISM; TRANSMISSION; NONMONOTONE;
D O I
10.1142/S0217979220502409
中图分类号
O59 [应用物理学];
学科分类号
摘要
In virtue of identifying the influence of nodes, the spatial distance of rumor propagation is defined with the partition and clustering in the network. Considering the temporal and spatial propagation characteristics of rumors in online social networks, we establish a delayed rumor propagation model based on the graph theory and partial functional differential equations. Firstly, the unique existence and uniform boundedness of the non-negative solution are explored. Secondly, we discuss the existence of positive equilibrium points sufficiently. Thirdly, stabilities of the rumor-free and rumor-spreading equilibrium points are investigated according to the linearization approach and Lyapunov function. Finally, we perform several numerical simulations to validate theoretical results and show the influence of time delay on rumor propagation. Experimental results further illustrate that taking forceful actions such as increasing the time delay in the rumor-spreading process can control rumor propagation due to the timely effectiveness of the information.
引用
收藏
页数:27
相关论文
共 50 条
  • [1] Analysis of information propagation and control of a layered SITR model in complex networks
    Pan, Dawei
    Zhang, Yuexia
    [J]. FRONTIERS IN PHYSICS, 2022, 10
  • [2] A Multi-information Propagation Model on Complex Networks
    Li, Shujing
    Shao, Fengjing
    Sun, Rencheng
    Sui, Yi
    [J]. NEW TRENDS AND APPLICATIONS OF COMPUTER-AIDED MATERIAL AND ENGINEERING, 2011, 186 : 302 - 306
  • [3] An interactive propagation model of multiple information in complex networks
    Yao, Yao
    Li, Yuanyuan
    Xiong, Xi
    Wu, Yue
    Lin, Honggang
    Ju, Shenggen
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2020, 537
  • [4] An SEIR model for information propagation with a hot search effect in complex networks
    Chen, Xiaonan
    Zhang, Suxia
    [J]. MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2022, 145 (01) : 1251 - 1273
  • [5] A mathematical model of impurity propagation in ventilation networks
    Kholodov Y.A.
    Vasiliev M.O.
    Kholodov A.S.
    Tzibulin I.V.
    [J]. Mathematical Models and Computer Simulations, 2017, 9 (2) : 142 - 154
  • [6] SELHR: A Novel Epidemic-Based Model for Information Propagation in Complex Networks
    Xiang, Nan
    Tang, Xiao
    Liu, Huiling
    Ma, Xiaoxia
    [J]. MOBILE INFORMATION SYSTEMS, 2022, 2022
  • [7] A framework for the analysis of information propagation in social networks combining complex networks and text mining techniques
    Barbosa, Carlos Magno G.
    Felix, Lucas Gabriel da S.
    Xavier, Carolina R.
    Vieira, Vinicius da F.
    [J]. WEBMEDIA 2019: PROCEEDINGS OF THE 25TH BRAZILLIAN SYMPOSIUM ON MULTIMEDIA AND THE WEB, 2019, : 401 - 408
  • [8] Turing instability induced by complex networks in a reaction- diffusion information propagation model
    He, Le
    Zhu, Linhe
    Zhang, Zhengdi
    [J]. INFORMATION SCIENCES, 2021, 578 : 762 - 794
  • [9] Rumor and authoritative information propagation model considering super spreading in complex social networks
    Zhang, Yaming
    Su, Yanyuan
    Li Weigang
    Liu, Haiou
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 506 : 395 - 411
  • [10] Mathematical analysis of generative adversarial networks based on complex picture fuzzy soft information
    Jan, Naeem
    Gwak, Jeonghwan
    Pamucar, Dragan
    [J]. APPLIED SOFT COMPUTING, 2023, 137