Users and Bots behaviour analysis in Blockchain Social Media

被引:11
作者
Guidi, Barbara [1 ]
Michienzi, Andrea [1 ]
机构
[1] Univ Pisa, Dept Comp Sci, Pisa, Italy
来源
2020 SEVENTH INTERNATIONAL CONFERENCE ON SOCIAL NETWORK ANALYSIS, MANAGEMENT AND SECURITY (SNAMS) | 2020年
关键词
Blockchain Social Media; Online Social Networks; Decentralization; User's behavioural analysis; Blockchain; Bot detection;
D O I
10.1109/SNAMS52053.2020.9336553
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Today, Online Social Networks (OSNs) represent an important communication channel in the daily life of many people in the world. OSNs are platforms where people are encouraged to interact, consume, generate, and share content with other users by establishing connections. However, they have several important issues, such as privacy and fake news, which have been the input to exploit new decentralized solution. Blockchain-based Online Social Media are decentralized Social Media where the Blockchain technology is used to reward users for their social activity. Several BOSMs have been proposed, however, their real benefits are still unknown, as is the behaviour of malicious users, such as bots and trolls. This paper proposes an analysis of the social behaviour of users and bots in Blockchain-based Online Social Media in order to highlight features that can be used in bots detection techniques. We consider Steemit as a case study because it is the most representative platform of its kind. Results show that bots are on average much more active than human users, thus suggesting that bots can be outlined using publicly available features.
引用
收藏
页码:93 / 100
页数:8
相关论文
共 50 条
  • [31] Second Life: a Social Network of Humans and Bots
    Varvello, Matteo
    Voelker, Geoffrey M.
    NOSSDAV 2010: PROCEEDINGS OF THE 20TH INTERNATIONAL WORKSHOP ON NETWORK AND OPERATING SYSTEMS SUPPORT FOR DIGITAL AUDIO AND VIDEO, 2010, : 9 - 14
  • [32] Detecting Bots and Assessing Their Impact in Social Networks
    des Mesnards, Nicolas Guenon
    Hunter, David Scott
    el Hjouji, Zakaria
    Zaman, Tauhid
    OPERATIONS RESEARCH, 2022, 70 (01) : 1 - 22
  • [33] Unmasking social bots: how confident are we?
    Giroux, James
    Ariyarathne, Gangani
    Nwala, Alexander C.
    Fanelli, Cristiano
    EPJ DATA SCIENCE, 2025, 14 (01)
  • [34] A conceptual model and case study of blockchain-enabled social media platform
    Zhan, Yuanzhu
    Xiong, Yu
    Xing, Xinjie
    TECHNOVATION, 2023, 119
  • [35] Authentic Facts: A Blockchain Based Solution for Reducing Fake News in Social Media
    Shahid, Imran Ush
    Anjum, Md. Tanbir
    Shohan, Md. Shafayet Hossain Miah
    Tasnim, Rahanuma
    Al-Amin, Md.
    2021 4TH INTERNATIONAL CONFERENCE ON BLOCKCHAIN TECHNOLOGY AND APPLICATIONS, ICBTA 2021, 2021, : 121 - 127
  • [36] A Biometric Key-Enhanced Multimedia Encryption Algorithm for Social Media Blockchain
    Liu, Tao
    Yu, Zhongyang
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2024, 33 (11)
  • [37] The Role of Blockchain to Reduce the Dissemination of Fake News on Social Media and Messaging Platforms
    Aranda-Tyrankiewicz, Marta
    Jahankhani, Hamid
    CYBERSECURITY IN THE AGE OF SMART SOCIETIES, 2022, 2023, : 257 - 279
  • [38] Diffusion of blockchain technology Insights from academic literature and social media analytics
    Grover, Purva
    Kar, Arpan Kumar
    Janssen, Marijn
    JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT, 2019, 32 (05) : 735 - 757
  • [39] RecGuard: An efficient privacy preservation blockchain-based system for online social network users
    Frimpong, Samuel Akwasi
    Han, Mu
    Boahen, Edward Kwadwo
    Sosu, Rexford Nii Ayitey
    Hanson, Isaac
    Larbi-Siaw, Otu
    Senkyire, Isaac Baffour
    BLOCKCHAIN-RESEARCH AND APPLICATIONS, 2023, 4 (01):
  • [40] Analysis of Users' Most Discussed Topics and Trends on Blockchain Technologies and Smart Contracts
    Ibba, Giacomo
    Vaccargiu, Matteo
    2023 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ANALYSIS, EVOLUTION AND REENGINEERING, SANER, 2023, : 865 - 873