A Novel Agent-Based Rumor Spreading Model in Twitter

被引:20
|
作者
Serrano, Emilio [1 ]
Iglesias, Carlos A. [1 ]
Garijo, Mercedes [1 ]
机构
[1] Univ Politecn Madrid, E-28040 Madrid, Spain
关键词
Agent-based Social Simulation; Agent -based Model; Rumor Spreading Model; Information Diffusion Model; Social Networks; Twitter; Big Data; SIMULATION;
D O I
10.1145/2740908.2742466
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Viral marketing, marketing techniques that use pre-existing social networks, has experienced a significant encouragement in the last years. In this scope, Twitter is the most studied social network in viral marketing and the rumor spread is a widely researched problem. This paper contributes with a (1) novel agent -based social simulation model for rumors spread in Twitter. This model relies on the hypothesis that (2) when a user is recovered, this user will not influence his or her neighbors in the social network to recover. To support this hypothesis: (3) two Twitter rumor datasets are studied; (4) a baseline model which does not include the hypothesis is revised, reproduced, and implemented; (5) and a number of experiments are conducted comparing the real data with the two models results.
引用
下载
收藏
页码:811 / 814
页数:4
相关论文
共 50 条
  • [21] Developing an agent-based model to minimize spreading of malicious information in dynamic social networks
    Alassad, Mustafa
    Hussain, Muhammad Nihal
    Agarwal, Nitin
    COMPUTATIONAL AND MATHEMATICAL ORGANIZATION THEORY, 2023, 29 (03) : 487 - 502
  • [22] Developing an agent-based model to minimize spreading of malicious information in dynamic social networks
    Mustafa Alassad
    Muhammad Nihal Hussain
    Nitin Agarwal
    Computational and Mathematical Organization Theory, 2023, 29 : 487 - 502
  • [23] PeatFire: an agent-based model to simulate fire ignition and spreading in a tropical peatland ecosystem
    Widyastuti, Kirana
    Imron, Muhammad Ali
    Pradopo, Subyantoro Tri
    Suryatmojo, Hatma
    Sopha, Bertha Maya
    Spessa, Allan
    Berger, Uta
    INTERNATIONAL JOURNAL OF WILDLAND FIRE, 2021, 30 (02) : 71 - 89
  • [24] A Study of Rumor Spreading with Epidemic Model Based on Network Topology
    Meng, Dawei
    Wan, Lizhi
    Zhang, Lei
    TRENDS AND APPLICATIONS IN KNOWLEDGE DISCOVERY AND DATA MINING, 2014, 8643 : 381 - 392
  • [25] Game Theory-Based Network Rumor Spreading Model
    Li, Mingcai
    Liu, Fengming
    2016 INTERNATIONAL CONFERENCE ON NETWORK AND INFORMATION SYSTEMS FOR COMPUTERS (ICNISC), 2016, : 89 - 94
  • [26] An Evolution Model of Rumor Spreading Based on WeChat Social Circle
    Wang, Lubang
    Guo, Yue
    JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2019, 15 (06): : 1422 - 1437
  • [27] Agent-Based Simulation of Rumor Propagation on Social Network Based on Active Immune Mechanism
    Jianhong CHEN
    Qinghua SONG
    Zhiyong ZHOU
    Journal of Systems Science and Information, 2017, (06) : 571 - 584
  • [28] Agent-Based Simulation of Rumor Propagation on Social Network Based on Active Immune Mechanism
    Jianhong CHEN
    Qinghua SONG
    Zhiyong ZHOU
    JournalofSystemsScienceandInformation, 2017, 5 (06) : 571 - 584
  • [29] An uncertain SIR rumor spreading model
    Sun, Hang
    Sheng, Yuhong
    Cui, Qing
    ADVANCES IN DIFFERENCE EQUATIONS, 2021, 2021 (01)
  • [30] An agent-based model of burglary
    Malleson, Nick
    Evans, Andrew
    Jenkins, Tony
    ENVIRONMENT AND PLANNING B-PLANNING & DESIGN, 2009, 36 (06): : 1103 - 1123