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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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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. |
format | Online Article Text |
id | pubmed-6738658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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