User behavior mining on social media: a systematic literature review

被引:9
|
作者
Safari, Rahebeh Mojtahedi [1 ]
Rahmani, Amir Masoud [2 ]
Alizadeh, Sasan H. [3 ]
机构
[1] Islamic Azad Univ, Qazvin Branch, Fac Comp & Informat Technol Engn, Qazvin, Iran
[2] Islamic Azad Univ, Sci & Res Branch, Dept Comp Engn, Tehran, Iran
[3] Iran Telecommun Res Ctr, Dept Informat Technol, ICT Res Inst, Tehran, Iran
关键词
Systematic literature review; User behavior mining; Behavioral data; Individual behavior; Collective behavior; Social media; User-generated content; Information diffusion; INFORMATION DIFFUSION; STOCHASTIC BLOCKMODELS; NETWORKS; MODEL; INTERESTS; DYNAMICS; TWITTER; TIE; INFLUENCERS; STRENGTH;
D O I
10.1007/s11042-019-08046-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
User behavior mining on Social Media (UBMSM) is the process of representing, analyzing, and extracting operational and behavioral patterns from user behavioral data in social media. It discusses theories and methodologies from different disciplines such as combining theorems and techniques from computer science, data mining, machine learning, social network analysis, and other related disciplines. User behavior mining provides a deep understanding of user behavioral data such that we observe not only individual behavioral patterns, but also interaction and communication among users by considering collective behavior of users. The aim of this study is to provide a systematic literature review on the significant aspects and approaches in addressing user behavior mining on social media. A systematic literature review was performed to find the related literature, and 174 articles were selected as primary studies. We classified the surveyed studies into four categories based on their focused area: users, user-generated content, the structure of network that content spreads on it and information diffusion. The majority of the primary articles focus on user aspect (66%); 6% of them focus on content aspect; 6% of them focus on network structure aspect, 22% of them focus on information diffusion aspect.
引用
收藏
页码:33747 / 33804
页数:58
相关论文
共 50 条
  • [31] Addiction to Social Media and Attachment Styles: A Systematic Literature Review
    D'Arienzo, Maria Chiara
    Boursier, Valentina
    Griffiths, Mark D.
    [J]. INTERNATIONAL JOURNAL OF MENTAL HEALTH AND ADDICTION, 2019, 17 (04) : 1094 - 1118
  • [32] Social media in project management: A systematic narrative literature review
    Daemi, Arash
    Chugh, Ritesh
    Kanagarajoo, Muralitheran, V
    [J]. IJISPM-INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND PROJECT MANAGEMENT, 2020, 8 (04): : 5 - 21
  • [33] Social media use in disaster recovery: A systematic literature review
    Ogie, R. I.
    James, S.
    Moore, A.
    Dilworth, T.
    Amirghasemi, M.
    Whittaker, J.
    [J]. INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION, 2022, 70
  • [34] Social media for knowledge-sharing: A systematic literature review
    Ahmed, Yunis Ali
    Ahmad, Mohammad Nazir
    Ahmad, Norasnita
    Zakaria, Nor Hidayati
    [J]. TELEMATICS AND INFORMATICS, 2019, 37 : 72 - 112
  • [35] A Systematic Literature Review on Social Media Analytics and Smart Tourism
    Vinan-Ludena, Marlon-Santiago
    [J]. SMART TOURISM AS A DRIVER FOR CULTURE AND SUSTAINABILITY, 2019, : 357 - 374
  • [36] Detecting Depression Signs on Social Media: A Systematic Literature Review
    Salas-Zarate, Rafael
    Alor-Hernandez, Giner
    del Pilar Salas-Zarate, Maria
    Andres Paredes-Valverde, Mario
    Bustos-Lopez, Maritza
    Luis Sanchez-Cervantes, Jose
    [J]. HEALTHCARE, 2022, 10 (02)
  • [37] Social media discontinuation: A systematic literature review on drivers and inhibitors
    Farooq, Ali
    Dahabiyeh, Laila
    Maier, Christian
    [J]. Telematics and Informatics, 2023, 77
  • [38] Systematic Literature Review of Social Media Bots Detection Systems
    Ellaky, Zineb
    Benabbou, Faouzia
    Ouahabi, Sara
    [J]. JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2023, 35 (05)
  • [39] The use of social media in education: a systematic review of the scientific literature
    Gil-Fernandez, Raquel
    Calderon-Garrido, Diego
    [J]. DIGITAL EDUCATION REVIEW, 2021, (40): : 82 - 109
  • [40] Use of social media information sources: a systematic literature review
    Khatri, Deepti
    [J]. ONLINE INFORMATION REVIEW, 2021, 45 (06) : 1039 - 1063