A model for learning based on the joint estimation of stochasticity and volatility
Human learning depends on opposing effects of two noise factors: volatility and stochasticity. Here the authors present a model of learning that shows how and why joint estimation of these factors is important for understanding healthy and pathological learning.
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Nature Portfolio
2021
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oai:doaj.org-article:4a987b3911a248f9a53498078ccdd1252021-11-21T12:35:37ZA model for learning based on the joint estimation of stochasticity and volatility10.1038/s41467-021-26731-92041-1723https://doaj.org/article/4a987b3911a248f9a53498078ccdd1252021-11-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-26731-9https://doaj.org/toc/2041-1723Human learning depends on opposing effects of two noise factors: volatility and stochasticity. Here the authors present a model of learning that shows how and why joint estimation of these factors is important for understanding healthy and pathological learning.Payam PirayNathaniel D. DawNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-16 (2021) |
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Science Q Payam Piray Nathaniel D. Daw A model for learning based on the joint estimation of stochasticity and volatility |
description |
Human learning depends on opposing effects of two noise factors: volatility and stochasticity. Here the authors present a model of learning that shows how and why joint estimation of these factors is important for understanding healthy and pathological learning. |
format |
article |
author |
Payam Piray Nathaniel D. Daw |
author_facet |
Payam Piray Nathaniel D. Daw |
author_sort |
Payam Piray |
title |
A model for learning based on the joint estimation of stochasticity and volatility |
title_short |
A model for learning based on the joint estimation of stochasticity and volatility |
title_full |
A model for learning based on the joint estimation of stochasticity and volatility |
title_fullStr |
A model for learning based on the joint estimation of stochasticity and volatility |
title_full_unstemmed |
A model for learning based on the joint estimation of stochasticity and volatility |
title_sort |
model for learning based on the joint estimation of stochasticity and volatility |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/4a987b3911a248f9a53498078ccdd125 |
work_keys_str_mv |
AT payampiray amodelforlearningbasedonthejointestimationofstochasticityandvolatility AT nathanielddaw amodelforlearningbasedonthejointestimationofstochasticityandvolatility AT payampiray modelforlearningbasedonthejointestimationofstochasticityandvolatility AT nathanielddaw modelforlearningbasedonthejointestimationofstochasticityandvolatility |
_version_ |
1718418879939608576 |