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The formation of preference in risky choice

A key question in decision-making is how people integrate amounts and probabilities to form preferences between risky alternatives. Here we rely on the general principle of integration-to-boundary to develop several biologically plausible process models of risky-choice, which account for both choice...

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Autores principales: Glickman, Moshe, Sharoni, Orian, Levy, Dino J., Niebur, Ernst, Stuphorn, Veit, Usher, Marius
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6738658/
https://www.ncbi.nlm.nih.gov/pubmed/31465438
http://dx.doi.org/10.1371/journal.pcbi.1007201
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author Glickman, Moshe
Sharoni, Orian
Levy, Dino J.
Niebur, Ernst
Stuphorn, Veit
Usher, Marius
author_facet Glickman, Moshe
Sharoni, Orian
Levy, Dino J.
Niebur, Ernst
Stuphorn, Veit
Usher, Marius
author_sort Glickman, Moshe
collection PubMed
description A key question in decision-making is how people integrate amounts and probabilities to form preferences between risky alternatives. Here we rely on the general principle of integration-to-boundary to develop several biologically plausible process models of risky-choice, which account for both choices and response-times. These models allowed us to contrast two influential competing theories: i) within-alternative evaluations, based on multiplicative interaction between amounts and probabilities, ii) within-attribute comparisons across alternatives. To constrain the preference formation process, we monitored eye-fixations during decisions between pairs of simple lotteries, designed to systematically span the decision-space. The behavioral results indicate that the participants' eye-scanning patterns were associated with risk-preferences and expected-value maximization. Crucially, model comparisons showed that within-alternative process models decisively outperformed within-attribute ones, in accounting for choices and response-times. These findings elucidate the psychological processes underlying preference formation when making risky-choices, and suggest that compensatory, within-alternative integration is an adaptive mechanism employed in human decision-making.
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spelling pubmed-67386582019-09-20 The formation of preference in risky choice Glickman, Moshe Sharoni, Orian Levy, Dino J. Niebur, Ernst Stuphorn, Veit Usher, Marius PLoS Comput Biol Research Article A key question in decision-making is how people integrate amounts and probabilities to form preferences between risky alternatives. Here we rely on the general principle of integration-to-boundary to develop several biologically plausible process models of risky-choice, which account for both choices and response-times. These models allowed us to contrast two influential competing theories: i) within-alternative evaluations, based on multiplicative interaction between amounts and probabilities, ii) within-attribute comparisons across alternatives. To constrain the preference formation process, we monitored eye-fixations during decisions between pairs of simple lotteries, designed to systematically span the decision-space. The behavioral results indicate that the participants' eye-scanning patterns were associated with risk-preferences and expected-value maximization. Crucially, model comparisons showed that within-alternative process models decisively outperformed within-attribute ones, in accounting for choices and response-times. These findings elucidate the psychological processes underlying preference formation when making risky-choices, and suggest that compensatory, within-alternative integration is an adaptive mechanism employed in human decision-making. Public Library of Science 2019-08-29 /pmc/articles/PMC6738658/ /pubmed/31465438 http://dx.doi.org/10.1371/journal.pcbi.1007201 Text en © 2019 Glickman 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
Glickman, Moshe
Sharoni, Orian
Levy, Dino J.
Niebur, Ernst
Stuphorn, Veit
Usher, Marius
The formation of preference in risky choice
title The formation of preference in risky choice
title_full The formation of preference in risky choice
title_fullStr The formation of preference in risky choice
title_full_unstemmed The formation of preference in risky choice
title_short The formation of preference in risky choice
title_sort formation of preference in risky choice
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6738658/
https://www.ncbi.nlm.nih.gov/pubmed/31465438
http://dx.doi.org/10.1371/journal.pcbi.1007201
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