A Bayesian Choice Model for Eliminating Feedback Loops

15 Aug 2019Gökhan ÇapanIlker GündoğduAli Caner TürkmenÇağrı SofuoğluAli Taylan Cemgil

Self-reinforcing feedback loops in personalization systems are typically caused by users choosing from a limited set of alternatives presented systematically based on previous choices. We propose a Bayesian choice model built on Luce axioms that explicitly accounts for users' limited exposure to alternatives... (read more)

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