Influence of age group in the spreading of fake news: contact matrices in social media

被引:2
|
作者
Cardone, Angelamaria [1 ]
de Alba, Patricia Diaz [1 ]
Paternoster, Beatrice [1 ]
机构
[1] Univ Salerno, Dept Math, Fisciano, Italy
关键词
fake news; contact matrix; age group; social platforms; SIR model; A-PRIORI PATHOMETRY; INFORMATION DIFFUSION; NORDSIECK METHODS; PROBABILITIES; MODEL;
D O I
10.1109/SITIS57111.2022.00083
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Internet has become very popular all over the world, due to the low cost services and the huge number of opportunities it offers. Nowadays, social media represents the main tool of communication; influence the connection among people and the way they assimilate and share information. However, the accessibility to a large amount of information as well as the ease of sharing it through social platforms is very risky, since it makes easier for people to find or encounter false information on databases. During the years, several mathematical models have been introduced in order to understand the spreading of diseases in a given population. At present, this kind of models have been successfully applied to describe the transmission of information and in particular of fake news, too. In both cases, it is well-known that such a transmission substantially change depending on the contacts among different age groups. This paper aims to analyze the diffusion of fake news by age groups. To this end, we consider a classical SIR (Susceptible-Infected-Recovered) model composed by three coupled ordinary differential equations. In the model, we introduce a suitable so-called contact matrix, which represents the probability of contacts among different age groups in a social media population. Moreover, the numerical approach for the construction of the social contact pattern is described. Numerical tests on real data are reported, showing the behaviour of the transit of fake news by age groups for three different social platforms as Twitter, Facebook and Instagram in the US and worldwide.
引用
收藏
页码:515 / 521
页数:7
相关论文
共 50 条
  • [1] The Use and Abuse of Social Media for Spreading Fake News
    Khan, Sayeed Ahsan
    Alkawaz, Mohammed Hazim
    Zangana, Hewa Majeed
    2019 IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL AND INTELLIGENT SYSTEMS (I2CACIS), 2019, : 145 - 148
  • [2] Higher Education Student Behaviors in Spreading Fake News on Social Media: A Case of LINE Group
    Chandra, Yakob Utama
    Surjandy
    Ernawaty
    PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT AND TECHNOLOGY (ICIMTECH), 2017, : 54 - 59
  • [3] The Counselor's Role in the Age of Social Media and Fake News
    Hunt, David
    Robertson, Derek
    Pow, Allison
    JOURNAL OF CREATIVITY IN MENTAL HEALTH, 2018, 13 (04) : 405 - 417
  • [4] A Problem of Amplification: Folklore and Fake News in the Age of Social Media
    Peck, Andrew
    JOURNAL OF AMERICAN FOLKLORE, 2020, 133 (529) : 329 - 351
  • [5] Simulacra in the Age of Social Media: Baudrillard as the Prophet of Fake News
    Morris, James
    JOURNAL OF COMMUNICATION INQUIRY, 2021, 45 (04) : 319 - 336
  • [6] The informative rigor in postruth age: the threat of the fake news in the social media
    Silverio Moreno, Pedro
    COMUNICACION Y HOMBRE, 2019, (15): : 55 - 66
  • [7] Protecting the Value of Medical Science in the Age of Social Media and "Fake News"
    Merchant, Raina M.
    Asch, David A.
    JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 320 (23): : 2415 - 2416
  • [8] Flagging fake news on social media: An experimental study of media consumers' identification of fake news
    Gaozhao, Dongfang
    GOVERNMENT INFORMATION QUARTERLY, 2021, 38 (03)
  • [9] Feature analysis of fake news: improving fake news detection in social media
    Leung, Johnathan
    Vatsalan, Dinusha
    Arachchilage, Nalin
    Journal of Cyber Security Technology, 2023, 7 (04) : 224 - 241
  • [10] Social media fatigue and the circulation of fake news: modelling social media fatigue as the mediator of the predictors of fake news sharing behaviour on social media
    Ying, Han
    Gong, Jiankun
    Apuke, Oberiri Destiny
    CURRENT PSYCHOLOGY, 2025,