Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy

A Bayesian framework based on partially observable Markov decision processes (POMDPs) not only predicts subjects’ confidence in a perceptual decision making task but also explains well-known discrepancies between confidence and choice accuracy as arising from incomplete knowledge of the environment....

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Autores principales:	Koosha Khalvati, Roozbeh Kiani, Rajesh P. N. Rao
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2021
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/6022b29c2e3c48b6af4bb8f3daced477
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spelling	oai:doaj.org-article:6022b29c2e3c48b6af4bb8f3daced4772021-12-02T19:16:51ZBayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy10.1038/s41467-021-25419-42041-1723https://doaj.org/article/6022b29c2e3c48b6af4bb8f3daced4772021-09-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-25419-4https://doaj.org/toc/2041-1723A Bayesian framework based on partially observable Markov decision processes (POMDPs) not only predicts subjects’ confidence in a perceptual decision making task but also explains well-known discrepancies between confidence and choice accuracy as arising from incomplete knowledge of the environment.Koosha KhalvatiRoozbeh KianiRajesh P. N. RaoNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-16 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Koosha Khalvati Roozbeh Kiani Rajesh P. N. Rao Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy
description	A Bayesian framework based on partially observable Markov decision processes (POMDPs) not only predicts subjects’ confidence in a perceptual decision making task but also explains well-known discrepancies between confidence and choice accuracy as arising from incomplete knowledge of the environment.
format	article
author	Koosha Khalvati Roozbeh Kiani Rajesh P. N. Rao
author_facet	Koosha Khalvati Roozbeh Kiani Rajesh P. N. Rao
author_sort	Koosha Khalvati
title	Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy
title_short	Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy
title_full	Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy
title_fullStr	Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy
title_full_unstemmed	Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy
title_sort	bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/6022b29c2e3c48b6af4bb8f3daced477
work_keys_str_mv	AT kooshakhalvati bayesianinferencewithincompleteknowledgeexplainsperceptualconfidenceanditsdeviationsfromaccuracy AT roozbehkiani bayesianinferencewithincompleteknowledgeexplainsperceptualconfidenceanditsdeviationsfromaccuracy AT rajeshpnrao bayesianinferencewithincompleteknowledgeexplainsperceptualconfidenceanditsdeviationsfromaccuracy
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Bayesian inference with incomplete knowledge explains perceptual confidence and its deviations from accuracy

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