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Chapter 16 - Probabilistic Beliefs about the State of the World

Prediction Involves Bayesian Inference

from Part III - Mathematical Theories

Published online by Cambridge University Press:  20 March 2025

Falk Huettig
Affiliation:
Max-Planck-Institut für Psycholinguistik, The Netherlands
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Summary

Bayesian inference is one way prediction can be formalized. It combines an estimation of the prior probability that an event will take place and an assessment of the likelihood of new data to give a new updated estimate of the posterior probability of the event. Important concepts in Bayesian inference are rational analysis, the notions of optimal inference or an ideal observer, and that processing can be corrupted in a noisy channel.

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Looking Ahead
The New Science of the Predictive Mind
, pp. 174 - 187
Publisher: Cambridge University Press
Print publication year: 2025

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References

Further Reading

Hahn, U. (2014). The Bayesian boom: Good thing or bad?. Frontiers in Psychology, 5, Article 765.CrossRefGoogle ScholarPubMed
Perfors, A., Tenenbaum, J. B., Griffiths, T. L., & Xu, F. (2011). A tutorial introduction to Bayesian models of cognitive development. Cognition, 120(3), 302321.CrossRefGoogle ScholarPubMed
Zednik, C., & Jäkel, F. (2016). Bayesian reverse-engineering considered as a research strategy for cognitive science. Synthese, 193(12), 39513985.CrossRefGoogle Scholar

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