Optimal policy for value-based decision-making

Drift diffusion models (DDM) are fundamental to our understanding of perceptual decision-making. Here, the authors show that DDM can implement optimal choice strategies in value-based decisions but require sufficient knowledge of reward contingencies and collapsing decision boundaries with time.

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Autores principales: Satohiro Tajima, Jan Drugowitsch, Alexandre Pouget
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2016
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Acceso en línea:https://doaj.org/article/98fd03651eaf41778076aa1f9e46c473
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spelling oai:doaj.org-article:98fd03651eaf41778076aa1f9e46c4732021-12-02T17:33:22ZOptimal policy for value-based decision-making10.1038/ncomms124002041-1723https://doaj.org/article/98fd03651eaf41778076aa1f9e46c4732016-08-01T00:00:00Zhttps://doi.org/10.1038/ncomms12400https://doaj.org/toc/2041-1723Drift diffusion models (DDM) are fundamental to our understanding of perceptual decision-making. Here, the authors show that DDM can implement optimal choice strategies in value-based decisions but require sufficient knowledge of reward contingencies and collapsing decision boundaries with time.Satohiro TajimaJan DrugowitschAlexandre PougetNature PortfolioarticleScienceQENNature Communications, Vol 7, Iss 1, Pp 1-12 (2016)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Satohiro Tajima
Jan Drugowitsch
Alexandre Pouget
Optimal policy for value-based decision-making
description Drift diffusion models (DDM) are fundamental to our understanding of perceptual decision-making. Here, the authors show that DDM can implement optimal choice strategies in value-based decisions but require sufficient knowledge of reward contingencies and collapsing decision boundaries with time.
format article
author Satohiro Tajima
Jan Drugowitsch
Alexandre Pouget
author_facet Satohiro Tajima
Jan Drugowitsch
Alexandre Pouget
author_sort Satohiro Tajima
title Optimal policy for value-based decision-making
title_short Optimal policy for value-based decision-making
title_full Optimal policy for value-based decision-making
title_fullStr Optimal policy for value-based decision-making
title_full_unstemmed Optimal policy for value-based decision-making
title_sort optimal policy for value-based decision-making
publisher Nature Portfolio
publishDate 2016
url https://doaj.org/article/98fd03651eaf41778076aa1f9e46c473
work_keys_str_mv AT satohirotajima optimalpolicyforvaluebaseddecisionmaking
AT jandrugowitsch optimalpolicyforvaluebaseddecisionmaking
AT alexandrepouget optimalpolicyforvaluebaseddecisionmaking
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