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Detecting Bots on Russian Political Twitter.
Denis Stukal1,2, Sergey Sanovich1,2, Richard Bonneau2,3,4
11 Department of Politics, New York University , New York, New York.
Big Data
|December 14, 2017
Summary
Twitter bots significantly impacted Russian political discussions, often exceeding 50% of daily tweets. Bot activity included spreading news and promoting media, highlighting the need for bot detection in political analysis.
Area of Science:
- Computational Social Science
- Political Science
- Network Science
Background:
- Automated and semiautomated Twitter accounts (bots) are increasingly recognized for their influence on political discourse.
- Understanding bot activity is crucial for analyzing the integrity of online political discussions.
Purpose of the Study:
- To develop and apply a bot detection methodology to the Russian Twittersphere.
- To quantify bot activity during a critical period of Russian political events (February 2014 - December 2015).
- To identify characteristics distinguishing bots from human users and their primary activities.
Main Methods:
- Development of an ensemble of classifiers for Twitter bot detection.
- Application of the methodology to analyze tweets related to Russian politics.
- Statistical analysis to identify bot characteristics and predict bot activity.
Main Results:
- Bots produced over 50% of tweets on the majority of days concerning Russian politics.
- The software platform used for tweeting was a strong predictor of bot accounts.
- Bots were actively involved in disseminating news stories and promoting media outlets.
Conclusions:
- Bot activity significantly shapes political conversations on Twitter, particularly in the Russian context.
- The study provides a robust method for bot detection and characterization.
- Findings underscore the role of bots in information propagation and media promotion within political discussions.
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