Background beliefs in Bayesian inference

Evans, JST; Handley, SJ; Over, DE; Perham, N

Abstract

We report five experiments in which the role of background beliefs in social judgments of posterior probability was investigated. From a Bayesian perspective, people should combine prior probabilities (or base rates) and diagnostic evidence with equal weighting, although previous research shows that base rates are often underweighted. These experiments were designed so that either piece of information was supplied either by personal beliefs or by presented statistics, and regression analyses were performed on individual participants to assess the relative influence of information. We found that both prior probabilities and diagnostic information significantly influenced judgments, whether supplied by beliefs or by statistical information, but that belief-based information tended to dominate the judgments made.

Citation

Evans, J., Handley, S., Over, D., & Perham, N. (2002). Background beliefs in Bayesian inference. Memory and Cognition, 30(2), 179-190

• Journal Article Type: Article
• Publication Date: 2002-03
• Journal: Memory and Cognition
• Print ISSN: 0090-502X
• Electronic ISSN: 1532-5946
• Publisher: Psychonomic Society
• Volume: 30
• Issue: 2
• Pages: 179-190
• Keywords: BASE-RATE INFORMATION; RATE FALLACY; PROBABILITY; FREQUENCY; JUDGMENT;UNCERTAINTY; STEREOTYPES; FORMATS
• Public URL: https://durham-repository.worktribe.com/output/1574391