Seminar Users in the Arabic Twitter Sphere

July 23, 2017 Β· Declared Dead Β· πŸ› Social Informatics

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Authors Kareem Darwish, Dimitar Alexandrov, Preslav Nakov, Yelena Mejova arXiv ID 1707.07276 Category cs.SI: Social & Info Networks Citations 41 Venue Social Informatics Last Checked 6 months ago
Abstract
We introduce the notion of "seminar users", who are social media users engaged in propaganda in support of a political entity. We develop a framework that can identify such users with 84.4% precision and 76.1% recall. While our dataset is from the Arab region, omitting language-specific features has only a minor impact on classification performance, and thus, our approach could work for detecting seminar users in other parts of the world and in other languages. We further explored a controversial political topic to observe the prevalence and potential potency of such users. In our case study, we found that 25% of the users engaged in the topic are in fact seminar users and their tweets make nearly a third of the on-topic tweets. Moreover, they are often successful in affecting mainstream discourse with coordinated hashtag campaigns.
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