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Order matters: How covert value updating during sequential option sampling shapes economic preference

Standard neuroeconomic decision theory assumes that choice is based on a value comparison process, independent from how information about alternative options is collected. Here, we investigate the opposite intuition that preferences are dynamically shaped as options are sampled, through iterative co...

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Detalles Bibliográficos
Autores principales: Hu, Chen, Domenech, Philippe, Pessiglione, Mathias
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7418959/
https://www.ncbi.nlm.nih.gov/pubmed/32780741
http://dx.doi.org/10.1371/journal.pcbi.1007920
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author Hu, Chen
Domenech, Philippe
Pessiglione, Mathias
author_facet Hu, Chen
Domenech, Philippe
Pessiglione, Mathias
author_sort Hu, Chen
collection PubMed
description Standard neuroeconomic decision theory assumes that choice is based on a value comparison process, independent from how information about alternative options is collected. Here, we investigate the opposite intuition that preferences are dynamically shaped as options are sampled, through iterative covert pairwise comparisons. Our model builds on two lines of research, one suggesting that a natural frame of comparison for the brain is between default and alternative options, the other suggesting that comparisons spread preferences between options. We therefore assumed that during sequential option sampling, people would 1) covertly compare every new alternative to the current best and 2) update their values such that the winning (losing) option receives a positive (negative) bonus. We confronted this “covert pairwise comparison” model to models derived from standard decision theory and from known memory effects. Our model provided the best account of human choice behavior in a novel task where participants (n = 92 in total) had to browse through a sequence of items (food, music or movie) of variable length and ultimately select their favorite option. Consistently, the order of option presentation, which was manipulated by design, had a significant influence on the eventual choice: the best option was more likely to be chosen when it came earlier in the sequence, because it won more covert comparisons (hence a greater total bonus). Our study provides a mechanistic understanding of how the option sampling process shapes economic preference, which should be integrated into decision theory.
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spelling pubmed-74189592020-08-19 Order matters: How covert value updating during sequential option sampling shapes economic preference Hu, Chen Domenech, Philippe Pessiglione, Mathias PLoS Comput Biol Research Article Standard neuroeconomic decision theory assumes that choice is based on a value comparison process, independent from how information about alternative options is collected. Here, we investigate the opposite intuition that preferences are dynamically shaped as options are sampled, through iterative covert pairwise comparisons. Our model builds on two lines of research, one suggesting that a natural frame of comparison for the brain is between default and alternative options, the other suggesting that comparisons spread preferences between options. We therefore assumed that during sequential option sampling, people would 1) covertly compare every new alternative to the current best and 2) update their values such that the winning (losing) option receives a positive (negative) bonus. We confronted this “covert pairwise comparison” model to models derived from standard decision theory and from known memory effects. Our model provided the best account of human choice behavior in a novel task where participants (n = 92 in total) had to browse through a sequence of items (food, music or movie) of variable length and ultimately select their favorite option. Consistently, the order of option presentation, which was manipulated by design, had a significant influence on the eventual choice: the best option was more likely to be chosen when it came earlier in the sequence, because it won more covert comparisons (hence a greater total bonus). Our study provides a mechanistic understanding of how the option sampling process shapes economic preference, which should be integrated into decision theory. Public Library of Science 2020-08-11 /pmc/articles/PMC7418959/ /pubmed/32780741 http://dx.doi.org/10.1371/journal.pcbi.1007920 Text en © 2020 Hu et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Hu, Chen
Domenech, Philippe
Pessiglione, Mathias
Order matters: How covert value updating during sequential option sampling shapes economic preference
title Order matters: How covert value updating during sequential option sampling shapes economic preference
title_full Order matters: How covert value updating during sequential option sampling shapes economic preference
title_fullStr Order matters: How covert value updating during sequential option sampling shapes economic preference
title_full_unstemmed Order matters: How covert value updating during sequential option sampling shapes economic preference
title_short Order matters: How covert value updating during sequential option sampling shapes economic preference
title_sort order matters: how covert value updating during sequential option sampling shapes economic preference
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7418959/
https://www.ncbi.nlm.nih.gov/pubmed/32780741
http://dx.doi.org/10.1371/journal.pcbi.1007920
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