Detecting and Tracking Political Abuse in Social Media
Ratkiewicz, Jacob (Indiana University) | Conover, Michael D. (Indiana University) | Meiss, Mark (Indiana University) | Goncalves, Bruno (Indiana University) | Flammini, Alessandro (Indiana University) | Menczer, Filippo Menczer (Indiana University)
We study astroturf political campaigns on microblogging platforms: politically-motivated individuals and organizations that use multiple centrally-controlled accounts to create the appearance of widespread support for a candidate or opinion. We describe a machine learning framework that combines topological, content-based and crowdsourced features of information diffusion networks on Twitter to detect the early stages of viral spreading of political misinformation. We present promising preliminary results with better than 96% accuracy in the detection of astroturf content in the run-up to the 2010 U.S. midterm elections.
Jul-12-2011
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