Influence of social bots in information warfare: A case study on @UAWeapons Twitter account in the context of Russia–Ukraine conflict

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Qian Li, Qian Liu, Shaoqiang Liu, Xinyue Di, Siyu Chen, Hongzhong Zhang
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Abstract

During the Russia–Ukraine conflict, social media has become an outlet for public opinion; therefore, besides the hot war, information warfare is also taking place. It was discovered that a large number of new social bot accounts had emerged on Twitter since the outbreak of the conflict. In particular, the Twitter account @UAWeapons has grown its following by hundreds of thousands in fewer than 30 days and has established itself as an influential opinion leader. Through data mining and three different analysis methods, this study investigated how social bots grew to influence public opinion. Specifically, time-series analysis revealed an unusual pattern of “pulsing” changes in the number of tweets posted by @UAWeapons over time. The content analysis illustrated that the account posted biased tweets in favor of Ukraine under the guise of being a neutral messenger, which led to frequent retweets from social bots with similar opinions. Finally, the results of the social network analysis indicated that @UAWeapons’ rapid growth might be attributed to a strategy of network clustering implemented by a core group of social bot accounts.
社交机器人在信息战中的影响:以俄乌冲突背景下的@UAWeapons Twitter账号为例
在俄乌冲突期间,社交媒体成为了公众舆论的出口;因此,除了热战,信息战也在发生。据发现,自冲突爆发以来,推特上出现了大量新的社交机器人账户。特别是推特账号@UAWeapons,在不到30天的时间里就增加了数十万粉丝,成为了有影响力的意见领袖。通过数据挖掘和三种不同的分析方法,本研究调查了社交机器人是如何影响公众舆论的。具体来说,时间序列分析揭示了@UAWeapons发布的推文数量随时间的不同寻常的“脉冲”变化模式。内容分析表明,该账户以中立信使的名义发布了偏向乌克兰的推文,导致持类似观点的社交机器人频繁转发。最后,社交网络分析的结果表明,@UAWeapons的快速增长可能归因于社交机器人账户核心组实施的网络集群策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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