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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Nature Portfolio
2016
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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) |
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Science Q |
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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 |
_version_ |
1718379955102941184 |