Agent-based simulations show recommender logic sets visibility regimes, with popularity-based systems creating reinforcement loops that concentrate exposure while collaborative filtering distributes it broadly, and network structure modulates creator inequality.
Algorithmic bias amplifies opinion fragmentation and polarization: A bounded confidence model.PLOS ONE, 14(3):1–20, 03 2019
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Joint Effects of Recommender Systems and Network Structure on the Visibility of Content and Creators
Agent-based simulations show recommender logic sets visibility regimes, with popularity-based systems creating reinforcement loops that concentrate exposure while collaborative filtering distributes it broadly, and network structure modulates creator inequality.