首页 | 本学科首页   官方微博 | 高级检索  
     检索      

社交网络中的谣言传播模型与全局动力学分析
引用本文:钟晓静,杨宇琨,赵志甲.社交网络中的谣言传播模型与全局动力学分析[J].南京气象学院学报,2021,13(1):17-21.
作者姓名:钟晓静  杨宇琨  赵志甲
作者单位:广州大学 机械与电气工程学院, 广州, 510006,广州大学 机械与电气工程学院, 广州, 510006,广州大学 机械与电气工程学院, 广州, 510006
基金项目:广州大学校内科研项目(YG2020010)
摘    要:传统的谣言传播模型不考虑人群评价对谣言传播的影响,但随着弹幕、评论点赞、评论排序等新机制的广泛应用,人群评论对谣言传播产生了不可忽视的影响.基于上述情况,本文提出一类新型的基于评价机制的ICST谣言传播模型,该模型将人群细化为无知者(I)、评论者(C)、传播者(S)和静默者(T)四类.在验证平衡点存在性的基础上给出了谣言传播阈值R0,并依据模型的网络结构构造李雅普诺夫函数证明平衡点的全局稳定性.最后,设计仿真算法验证了理论结果的正确性.

关 键 词:谣言传播模型  社交网络  基本再生数  全局稳定性
收稿时间:2020/10/18 0:00:00

Global dynamic analysis of a rumor spreading model in online social networks
ZHONG Xiaojing,YANG Yukun and ZHAO Zhijia.Global dynamic analysis of a rumor spreading model in online social networks[J].Journal of Nanjing Institute of Meteorology,2021,13(1):17-21.
Authors:ZHONG Xiaojing  YANG Yukun and ZHAO Zhijia
Institution:School of Mechanical and Electrical Engineering, Guangzhou University, Guangzhou 510006,School of Mechanical and Electrical Engineering, Guangzhou University, Guangzhou 510006 and School of Mechanical and Electrical Engineering, Guangzhou University, Guangzhou 510006
Abstract:The influence of comments is ignored in traditional rumor spreading models,however,it has recently become an important factor,especially with the wide and diversified application of comments in online social networks,such as bullet-screen,like button,and comment ranking.To address this,we propose an ICST rumor spreading model taking comment mechanism into account,which classifies the population involved in rumor spreading processes into ignorants (I),commentators (C),spreaders (S),and stiflers (T).The existence of the equilibriums is proved,based on which the sharp threshold of rumor propagation is given.Global stability of the information-elimination equilibrium and the information-prevailing equilibrium is proved by constructing Lyapunov function.Numerical examples are given to verify the above theoretical analysis.
Keywords:rumor spreading model  social network  basic reproduction number  global stability
点击此处可从《南京气象学院学报》浏览原始摘要信息
点击此处可从《南京气象学院学报》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号