A Longitudinal Analysis of YouTube's Promotion of Conspiracy Videos
March 06, 2020 ยท Declared Dead ยท ๐ arXiv.org
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Authors
Marc Faddoul, Guillaume Chaslot, Hany Farid
arXiv ID
2003.03318
Category
cs.CY: Computers & Society
Cross-listed
cs.HC,
cs.IR,
cs.SI
Citations
88
Venue
arXiv.org
Last Checked
2 months ago
Abstract
Conspiracy theories have flourished on social media, raising concerns that such content is fueling the spread of disinformation, supporting extremist ideologies, and in some cases, leading to violence. Under increased scrutiny and pressure from legislators and the public, YouTube announced efforts to change their recommendation algorithms so that the most egregious conspiracy videos are demoted and demonetized. To verify this claim, we have developed a classifier for automatically determining if a video is conspiratorial (e.g., the moon landing was faked, the pyramids of Giza were built by aliens, end of the world prophecies, etc.). We coupled this classifier with an emulation of YouTube's watch-next algorithm on more than a thousand popular informational channels to obtain a year-long picture of the videos actively promoted by YouTube. We also obtained trends of the so-called filter-bubble effect for conspiracy theories.
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