Novel competitive information propagation macro mathematical model in online social network

被引:13
|
作者
He, Daobing [1 ]
Liu, Xiaoyang [1 ,2 ,3 ]
机构
[1] Chongqing Univ Technol, Sch Comp Sci & Engn, Chongqing 400054, Peoples R China
[2] Chongqing Technol & Business Univ, Chongqing Engn Technol Res Ctr Informat Managemen, Chongqing 400067, Peoples R China
[3] Xihua Univ, Ctr Hlth Management Promot, Chengdu 610039, Peoples R China
关键词
Online social network; Information dissemination; Competitive information; Markov chain; Mathematical model; DIFFUSION;
D O I
10.1016/j.jocs.2020.101089
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper proposes a novel competitive information dissemination macro model CISIR (Competitive Information Susceptible Infected Recovered) in online social network (OSN). Firstly, the Markov chain theory is used to analyze the intrinsic relationship between the competition mechanism among different types of information on the network and the rules of node state transition and information propagation evolution. The macro probability model of node state transition is constructed from the perspective of probability, and the macro information diffusion of network system is constructed from the perspective of statistics. Secondly, the equilibrium point and stability of the proposed model are solved to ensure that the model is reasonable and meaningful. Finally, the relationship between the parameters in the model is analyzed by numerical simulation experiment, and the dynamic simulation is carried out. The process of information competition and dissemination is analyzed, and the degree of agreement between the simulation results and the real event statistics is researched through empirical comparative experiments. Experimental results show that the proposed CISIR model is reasonable and effective. It provides a new scientific method and research approach to solve the problem of competitive propagation of different information types in OSN, and it has high theoretical value and application value. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] Competitive Information Diffusion Model in Social Network with Negative Information Propagation
    Tu, Hong T.
    Nguyen, Khu P.
    [J]. INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2018, PT I, 2018, 10751 : 127 - 136
  • [2] Information Propagation on Novel Social Network Model
    Bhukya, Sreedhar
    [J]. COMPUTER NETWORKS AND INTELLIGENT COMPUTING, 2011, 157 : 141 - 148
  • [3] Cooperative and Competitive Dynamics Model for Information Propagation in Online Social Networks
    Zhang, Yaming
    Tang, Chaosheng
    Li Weigang
    [J]. JOURNAL OF APPLIED MATHEMATICS, 2014,
  • [4] Online Social Network Emergency Public Event Information Propagation and Nonlinear Mathematical Modeling
    Liu, Xiaoyang
    Liu, Chao
    Zeng, Xiaoping
    [J]. COMPLEXITY, 2017,
  • [5] A Novel Propagation Model Coupling the Offline Network with Online Social Network Framework
    Shao, Qian
    Sun, Shiwen
    Xia, Chengyi
    [J]. 2019 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2019,
  • [6] A mathematical model of news propagation on online social network and a control strategy for rumor spreading
    Dhar, Joydip
    Jain, Ankur
    Gupta, Vijay K.
    [J]. SOCIAL NETWORK ANALYSIS AND MINING, 2016, 6 (01)
  • [7] Viral information propagation in the Digg online social network
    Freeman, Mark
    McVittie, James
    Sivak, Iryna
    Wu, Jianhong
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2014, 415 : 87 - 94
  • [8] A measurement analysis of information propagation in online social network
    Wang, Zhen
    Yang, Zilong
    Shan, Hong
    Shi, Jianglan
    [J]. 2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2013, : 23 - 27
  • [9] Network Diffusion for Information Propagation in Online Social Communities
    Jain, Shubham
    Mohan, Govind
    Sinha, Adwitiya
    [J]. 2017 TENTH INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING (IC3), 2017, : 387 - 389
  • [10] Cooperative and Competitive Dynamics Model for Information Propagation in Online Social Networks (vol 2014, 610382, 2014)
    Zhang, Yaming
    Tang, Chaosheng
    Weigang, Li
    [J]. JOURNAL OF APPLIED MATHEMATICS, 2022, 2022