Using Common Enemy Graphs to Identify Communities of Coordinated Social Media Activity

被引:2
|
作者
Overbey, Lucas A. [1 ]
Ek, Bryan [1 ]
Pinzhoffer, Kevin [1 ]
Williams, Bryan [1 ]
机构
[1] Naval Informat Warfare Ctr NIWC Atlantic, POB 190022, N Charleston, SC 29419 USA
关键词
Graph theory; Social network analysis; Social bots; Competition graphs; Community detection;
D O I
10.1007/978-3-030-21741-9_10
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Increased use of and reliance on social media has led to a responsive rise in the creation of automated accounts on such platforms. Recent approaches to identification of individual automated accounts has relied on machine learning methods utilizing features drawn predominantly from text content and profile metadata. In this work we explore a novel use of graph theoretic measures, specifically common enemy graphs, to identify and characterize groups of accounts exhibiting shared behavior in online social media, particularly those exhibiting characteristics of automation and/or potential coordination. In addition, we develop edge weight variants of fuzzy competition graphs to further characterize common group behavior of automated accounts within subnetworks of social media ecosystems.
引用
收藏
页码:92 / 102
页数:11
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