The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs

Here, the authors show that rats’ performance on olfactory decision tasks is best explained by a Bayesian model that combines reinforcement-based learning with accumulation of uncertain sensory evidence. The results suggest that learning is a critical factor contributing to speed-accuracy tradeoffs....

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Autores principales:	André G. Mendonça, Jan Drugowitsch, M. Inês Vicente, Eric E. J. DeWitt, Alexandre Pouget, Zachary F. Mainen
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2020
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/cdd0caa3d0de4532b42841435d503f3e
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spelling	oai:doaj.org-article:cdd0caa3d0de4532b42841435d503f3e2021-12-02T17:51:04ZThe impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs10.1038/s41467-020-16196-72041-1723https://doaj.org/article/cdd0caa3d0de4532b42841435d503f3e2020-06-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-16196-7https://doaj.org/toc/2041-1723Here, the authors show that rats’ performance on olfactory decision tasks is best explained by a Bayesian model that combines reinforcement-based learning with accumulation of uncertain sensory evidence. The results suggest that learning is a critical factor contributing to speed-accuracy tradeoffs.André G. MendonçaJan DrugowitschM. Inês VicenteEric E. J. DeWittAlexandre PougetZachary F. MainenNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-15 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q André G. Mendonça Jan Drugowitsch M. Inês Vicente Eric E. J. DeWitt Alexandre Pouget Zachary F. Mainen The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs
description	Here, the authors show that rats’ performance on olfactory decision tasks is best explained by a Bayesian model that combines reinforcement-based learning with accumulation of uncertain sensory evidence. The results suggest that learning is a critical factor contributing to speed-accuracy tradeoffs.
format	article
author	André G. Mendonça Jan Drugowitsch M. Inês Vicente Eric E. J. DeWitt Alexandre Pouget Zachary F. Mainen
author_facet	André G. Mendonça Jan Drugowitsch M. Inês Vicente Eric E. J. DeWitt Alexandre Pouget Zachary F. Mainen
author_sort	André G. Mendonça
title	The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs
title_short	The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs
title_full	The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs
title_fullStr	The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs
title_full_unstemmed	The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs
title_sort	impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/cdd0caa3d0de4532b42841435d503f3e
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The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs

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