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Cultural effects on computational metrics of spatial and temporal context
The concept of “prediction error” - the difference between what occurred and was expected - is key to understanding the cognitive processes of human decision making. Expectations have to be learned so the concept of prediction error critically depends on context, specifically the temporal context of...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5794846/ https://www.ncbi.nlm.nih.gov/pubmed/29391522 http://dx.doi.org/10.1038/s41598-018-20200-y |
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author | Wright, Nicholas D. Grohn, Jan Song, Chen Rees, Geraint Lawson, Rebecca P. |
author_facet | Wright, Nicholas D. Grohn, Jan Song, Chen Rees, Geraint Lawson, Rebecca P. |
author_sort | Wright, Nicholas D. |
collection | PubMed |
description | The concept of “prediction error” - the difference between what occurred and was expected - is key to understanding the cognitive processes of human decision making. Expectations have to be learned so the concept of prediction error critically depends on context, specifically the temporal context of probabilistically related events and their changes across time (i.e. volatility). While past research suggests context differently affects some cognitive processes in East Asian and Western individuals, it is currently unknown whether this extends to computationally-grounded measures of learning and prediction error. Here we compared Chinese and British nationals in an associative learning task that quantifies behavioural effects of prediction error, and—through a hierarchical Bayesian learning model—also captures how individuals learn about probabilistic relationships and their volatility. For comparison, we also administered a psychophysical task, the tilt illusion, to assess cultural differences in susceptibility to spatial context. We found no cultural differences in the effect of spatial context on perception. In the domain of temporal context there was no effect of culture on sensitivity to prediction error, or learning about volatility, but some suggestion that Chinese individuals may learn more readily about probabilistic relationships. |
format | Online Article Text |
id | pubmed-5794846 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-57948462018-02-12 Cultural effects on computational metrics of spatial and temporal context Wright, Nicholas D. Grohn, Jan Song, Chen Rees, Geraint Lawson, Rebecca P. Sci Rep Article The concept of “prediction error” - the difference between what occurred and was expected - is key to understanding the cognitive processes of human decision making. Expectations have to be learned so the concept of prediction error critically depends on context, specifically the temporal context of probabilistically related events and their changes across time (i.e. volatility). While past research suggests context differently affects some cognitive processes in East Asian and Western individuals, it is currently unknown whether this extends to computationally-grounded measures of learning and prediction error. Here we compared Chinese and British nationals in an associative learning task that quantifies behavioural effects of prediction error, and—through a hierarchical Bayesian learning model—also captures how individuals learn about probabilistic relationships and their volatility. For comparison, we also administered a psychophysical task, the tilt illusion, to assess cultural differences in susceptibility to spatial context. We found no cultural differences in the effect of spatial context on perception. In the domain of temporal context there was no effect of culture on sensitivity to prediction error, or learning about volatility, but some suggestion that Chinese individuals may learn more readily about probabilistic relationships. Nature Publishing Group UK 2018-02-01 /pmc/articles/PMC5794846/ /pubmed/29391522 http://dx.doi.org/10.1038/s41598-018-20200-y Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Wright, Nicholas D. Grohn, Jan Song, Chen Rees, Geraint Lawson, Rebecca P. Cultural effects on computational metrics of spatial and temporal context |
title | Cultural effects on computational metrics of spatial and temporal context |
title_full | Cultural effects on computational metrics of spatial and temporal context |
title_fullStr | Cultural effects on computational metrics of spatial and temporal context |
title_full_unstemmed | Cultural effects on computational metrics of spatial and temporal context |
title_short | Cultural effects on computational metrics of spatial and temporal context |
title_sort | cultural effects on computational metrics of spatial and temporal context |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5794846/ https://www.ncbi.nlm.nih.gov/pubmed/29391522 http://dx.doi.org/10.1038/s41598-018-20200-y |
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