Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning

Learning occurs when previously rewarded actions are reinforced or when predictions are made about future consequences. Here Konovalov and Krajbich show that people who learn through reinforcement treat decisions as a comparison while those who learn by making predictions make their choices before d...

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Autores principales:	Arkady Konovalov, Ian Krajbich
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2016
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/7185df38b1b64ef2911fcb373cedd94a
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spelling	oai:doaj.org-article:7185df38b1b64ef2911fcb373cedd94a2021-12-02T16:57:59ZGaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning10.1038/ncomms124382041-1723https://doaj.org/article/7185df38b1b64ef2911fcb373cedd94a2016-08-01T00:00:00Zhttps://doi.org/10.1038/ncomms12438https://doaj.org/toc/2041-1723Learning occurs when previously rewarded actions are reinforced or when predictions are made about future consequences. Here Konovalov and Krajbich show that people who learn through reinforcement treat decisions as a comparison while those who learn by making predictions make their choices before deciding.Arkady KonovalovIan KrajbichNature PortfolioarticleScienceQENNature Communications, Vol 7, Iss 1, Pp 1-11 (2016)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Arkady Konovalov Ian Krajbich Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
description	Learning occurs when previously rewarded actions are reinforced or when predictions are made about future consequences. Here Konovalov and Krajbich show that people who learn through reinforcement treat decisions as a comparison while those who learn by making predictions make their choices before deciding.
format	article
author	Arkady Konovalov Ian Krajbich
author_facet	Arkady Konovalov Ian Krajbich
author_sort	Arkady Konovalov
title	Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
title_short	Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
title_full	Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
title_fullStr	Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
title_full_unstemmed	Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
title_sort	gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning
publisher	Nature Portfolio
publishDate	2016
url	https://doaj.org/article/7185df38b1b64ef2911fcb373cedd94a
work_keys_str_mv	AT arkadykonovalov gazedatarevealdistinctchoiceprocessesunderlyingmodelbasedandmodelfreereinforcementlearning AT iankrajbich gazedatarevealdistinctchoiceprocessesunderlyingmodelbasedandmodelfreereinforcementlearning
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Gaze data reveal distinct choice processes underlying model-based and model-free reinforcement learning

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