The Spread of Propaganda by Coordinated Communities on Social Media

被引:8
|
作者
Hristakieva, Kristina [1 ]
Cresci, Stefano [2 ]
Da San Martino, Giovanni [3 ]
Conti, Mauro [3 ]
Nakov, Preslav [4 ]
机构
[1] Sofia Univ, Sofia, Bulgaria
[2] CNR, IIT, Pisa, Italy
[3] Univ Padua, Padua, Italy
[4] HBKU, Qatar Comp Res Inst, Ar Rayyan, Qatar
关键词
D O I
10.1145/3501247.3531543
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Large-scale manipulations on social media have two important characteristics: (i) they use propaganda to influence others, and (ii) they adopt coordinated behavior to spread propaganda and to amplify its impact. Despite the connection between them, these two characteristics have so far been considered in isolation. Here we aim to bridge this gap. In particular, we analyze the spread of propaganda and its interplay with coordinated behavior on a large Twitter dataset about the 2019 UK general election. We first propose and evaluate several measures for quantifying the use of propaganda on Twitter. Then, we investigate the use of propaganda by different coordinated communities that participated in the online debate. The combined analysis of propaganda and of coordination provides evidence about the harmfulness of coordinated communities that would not be available otherwise. For instance, it allows us to identify a harmful politically-oriented community as well as a harmless community of grassroots activists. Finally, we compare our measures of propaganda and of coordination to automation scores (i.e., the use of bots) and Twitter suspensions, revealing interesting trends. From a theoretical viewpoint, we introduce a methodology for analyzing several important dimensions of online behavior that are seldom conjointly considered. From a practical viewpoint, we provide new and nuanced insights into inauthentic and harmful online activities in the run up to the 2019 UK general election.
引用
收藏
页码:191 / 201
页数:11
相关论文
共 50 条
  • [1] Using Common Enemy Graphs to Identify Communities of Coordinated Social Media Activity
    Overbey, Lucas A.
    Ek, Bryan
    Pinzhoffer, Kevin
    Williams, Bryan
    [J]. SOCIAL, CULTURAL, AND BEHAVIORAL MODELING, SBP-BRIMS 2019, 2019, 11549 : 92 - 102
  • [2] SOCIAL MEDIA ACCOUNTABILITY FOR TERRORIST PROPAGANDA
    Tsesis, Alexander
    [J]. FORDHAM LAW REVIEW, 2017, 86 (02) : 605 - 631
  • [3] Propaganda in Times of Social Media Warfare
    Dodds, Tomas
    [J]. CANADIAN JOURNAL OF COMMUNICATION, 2018, 43 (04) : 647 - 652
  • [4] 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
  • [5] Propaganda analysis in social media: a bibliometric review
    Chaudhari, Depth Devendra
    Pawar, Ambika Vishal
    [J]. INFORMATION DISCOVERY AND DELIVERY, 2021, : 57 - 70
  • [7] Propaganda analysis in social media: a bibliometric review
    Chaudhari, Deptii Devendra
    Pawar, Ambika Vishal
    [J]. INFORMATION DISCOVERY AND DELIVERY, 2021, 49 (01) : 57 - 70
  • [8] Predicting Spatial Spread on Social Media
    Rimjhim
    Dandapat, Sourav
    [J]. COMPANION PROCEEDINGS OF THE WEB CONFERENCE 2022, WWW 2022 COMPANION, 2022, : 656 - 659
  • [9] Proanorexia Communities on Social Media
    Oksanen, Atte
    Garcia, David
    Rasanen, Pekka
    [J]. PEDIATRICS, 2016, 137 (01)
  • [10] Social Media and Communities Minitrack
    Suthers, Dan
    Nahon, Karine
    [J]. PROCEEDINGS OF THE 51ST ANNUAL HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES (HICSS), 2018, : 2056 - 2057