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Context-Sensitive Computational Mechanisms of Decision Making

Real-world information is primarily sensory in nature, and understandably people attach value to the sensory information to prepare for appropriate behavioral responses. This review presents research from value-based, perceptual, and social decision-making domains, so far studied using isolated para...

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Autores principales: Chawla, Manisha, Miyapuram, Krishna P
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6247482/
https://www.ncbi.nlm.nih.gov/pubmed/30479488
http://dx.doi.org/10.1177/1179069518809057
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author Chawla, Manisha
Miyapuram, Krishna P
author_facet Chawla, Manisha
Miyapuram, Krishna P
author_sort Chawla, Manisha
collection PubMed
description Real-world information is primarily sensory in nature, and understandably people attach value to the sensory information to prepare for appropriate behavioral responses. This review presents research from value-based, perceptual, and social decision-making domains, so far studied using isolated paradigms and their corresponding computational models. For example, in perceptual decision making, the sensory evidence accumulation rather than value computation becomes central to choice behavior. Furthermore, we identify cross-linkages between the perceptual and value-based domains to help us better understand generic processes pertaining to individual decision making. The purpose of this review is 2-fold. First, we identify the need for integrated study of different domains of decision making. Second, given that both our perception and valuation are influenced by the surrounding context, we suggest the integration of different types of information in decision making could be done by studying contextual influences in decision making. Future research needs to attempt toward a system-level understanding of various subprocesses involved in decision making.
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spelling pubmed-62474822018-11-26 Context-Sensitive Computational Mechanisms of Decision Making Chawla, Manisha Miyapuram, Krishna P J Exp Neurosci Review Real-world information is primarily sensory in nature, and understandably people attach value to the sensory information to prepare for appropriate behavioral responses. This review presents research from value-based, perceptual, and social decision-making domains, so far studied using isolated paradigms and their corresponding computational models. For example, in perceptual decision making, the sensory evidence accumulation rather than value computation becomes central to choice behavior. Furthermore, we identify cross-linkages between the perceptual and value-based domains to help us better understand generic processes pertaining to individual decision making. The purpose of this review is 2-fold. First, we identify the need for integrated study of different domains of decision making. Second, given that both our perception and valuation are influenced by the surrounding context, we suggest the integration of different types of information in decision making could be done by studying contextual influences in decision making. Future research needs to attempt toward a system-level understanding of various subprocesses involved in decision making. SAGE Publications 2018-11-19 /pmc/articles/PMC6247482/ /pubmed/30479488 http://dx.doi.org/10.1177/1179069518809057 Text en © The Author(s) 2018 http://www.creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (http://www.creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Review
Chawla, Manisha
Miyapuram, Krishna P
Context-Sensitive Computational Mechanisms of Decision Making
title Context-Sensitive Computational Mechanisms of Decision Making
title_full Context-Sensitive Computational Mechanisms of Decision Making
title_fullStr Context-Sensitive Computational Mechanisms of Decision Making
title_full_unstemmed Context-Sensitive Computational Mechanisms of Decision Making
title_short Context-Sensitive Computational Mechanisms of Decision Making
title_sort context-sensitive computational mechanisms of decision making
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6247482/
https://www.ncbi.nlm.nih.gov/pubmed/30479488
http://dx.doi.org/10.1177/1179069518809057
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