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2009 NeurIPS NeurIPS 2009

Bayesian Belief Polarization

Situations in which people with opposing prior beliefs observe the same evidence and then strengthen those existing beliefs are frequently offered as evidence of human irrationality. This phenomenon, termed belief polarization, is typically assumed to be non-normative. We demonstrate, however, that a variety of cases of belief polarization are consistent with a Bayesian approach to belief revision. Simulation results indicate that belief polarization is not only possible but relatively common within the class of Bayesian models that we consider.

🌉 Interdisciplinary Bridge - Artificial Intelligence and Interdisciplinary
📈 Trend Setter - Causal Inference
🧭 Keyword Pioneer - belief revision
🐣 Hot Topic Early Bird - markov chain monte carlo

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