Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots.

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Lynnette Hui Xian Ng, Iain J Cruickshank, Kathleen M Carley
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引用次数: 0

Abstract

Coordinated disinformation campaigns are used to influence social media users, potentially leading to offline violence. In this study, we introduce a general methodology to uncover coordinated messaging through an analysis of user posts on Parler. The proposed Coordinating Narratives Framework constructs a user-to-user coordination graph, which is induced by a user-to-text graph and a text-to-text similarity graph. The text-to-text graph is constructed based on the textual similarity of Parler and Twitter posts. We study three influential groups of users in the 6 January 2020 Capitol riots and detect networks of coordinated user clusters that post similar textual content in support of disinformation narratives related to the U.S. 2020 elections. We further extend our methodology to Twitter tweets to identify authors that share the same disinformation messaging as the aforementioned Parler user groups.

Abstract Image

2021 年美国国会大厦骚乱跨平台分析的协调叙述框架。
经过协调的虚假信息活动被用来影响社交媒体用户,从而可能导致线下暴力。在本研究中,我们介绍了一种通过分析 Parler 上的用户帖子来发现协调信息的通用方法。我们提出的 "协调叙事框架 "构建了一个用户到用户协调图,该协调图由用户到文本图和文本到文本相似性图组成。文本到文本图是基于 Parler 和 Twitter 帖子的文本相似性构建的。我们研究了 2020 年 1 月 6 日国会大厦骚乱事件中三个有影响力的用户群体,并检测了发布类似文本内容以支持与美国 2020 年大选相关的虚假信息叙事的协调用户集群网络。我们进一步将方法扩展到推特推文,以识别与上述 Parler 用户群共享相同虚假信息的作者。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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