Modeling Misinformation Diffusion in Social Media: Beyond Network Properties

被引:1
|
作者
Spezzano, Francesca [1 ]
机构
[1] Boise State Univ, Comp Sci Dept, Boise, ID 83725 USA
基金
美国国家科学基金会;
关键词
misinformation; fake news diffusion; profiling fake news spreaders; computational social science; diffusion of innovation; FAKE NEWS;
D O I
10.1109/CogMI52975.2021.00030
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we discuss the current limitations of existing models for misinformation diffusion in social media and present our current work suggesting that other factors beyond network properties play an important node in modeling misinformation spread and profiling fake news spreaders. These factors include news and user characteristics such as user demographics, profile properties, and behavior and activity, and news style and content complexity.
引用
收藏
页码:168 / 171
页数:4
相关论文
共 50 条
  • [1] Trends in the diffusion of misinformation on social media
    Allcott, Hunt
    Gentzkow, Matthew
    Yu, Chuan
    [J]. RESEARCH & POLITICS, 2019, 6 (02)
  • [2] The diffusion of misinformation on social media: Temporal pattern, message, and source
    Shin, Jieun
    Jian, Lian
    Driscoll, Kevin
    Bar, Francois
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2018, 83 : 278 - 287
  • [3] On the statistical properties of viral misinformation in online social media
    Bessi, Alessandro
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2017, 469 : 459 - 470
  • [4] Social Media: A Pandemic of Misinformation
    Moran, Patrick
    [J]. AMERICAN JOURNAL OF MEDICINE, 2020, 133 (11): : 1247 - 1248
  • [5] The Spread of Misinformation in Social Media
    Menczer, Filippo
    [J]. PROCEEDINGS OF THE 25TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB (WWW'16 COMPANION), 2016, : 717 - 717
  • [6] Vaccine misinformation and social media
    Burki, Talha
    [J]. LANCET DIGITAL HEALTH, 2019, 1 (06): : E258 - E259
  • [7] Tackling misinformation on social media
    不详
    [J]. VETERINARY RECORD, 2019, 185 (19) : 606 - 606
  • [8] Cancer misinformation on social media
    Loeb, Stacy
    Langford, Aisha T.
    Bragg, Marie A.
    Sherman, Robert
    Chan, June M.
    [J]. CA-A CANCER JOURNAL FOR CLINICIANS, 2024, 74 (05) : 453 - 464
  • [9] Fusion of Semantic, Visual and Network Information for Detection of Misinformation on Social Media
    Ahuja, Nishtha
    Kumar, Shailender
    [J]. CYBERNETICS AND SYSTEMS, 2024, 55 (05) : 1063 - 1085
  • [10] Trends in the diffusion of misinformation on social media (vol 6, pg 1, 2019)
    Allcott, H.
    Gentzkow, M.
    Yu, C.
    [J]. RESEARCH & POLITICS, 2019, 6 (04)