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Rationally inattentive intertemporal choice
Discounting of future rewards is traditionally interpreted as evidence for an intrinsic preference in favor of sooner rewards. However, temporal discounting can also arise from internal uncertainty in value representations of future events, if one assumes that noisy mental simulations of the future...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7335105/ https://www.ncbi.nlm.nih.gov/pubmed/32620804 http://dx.doi.org/10.1038/s41467-020-16852-y |
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author | Gershman, Samuel J. Bhui, Rahul |
author_facet | Gershman, Samuel J. Bhui, Rahul |
author_sort | Gershman, Samuel J. |
collection | PubMed |
description | Discounting of future rewards is traditionally interpreted as evidence for an intrinsic preference in favor of sooner rewards. However, temporal discounting can also arise from internal uncertainty in value representations of future events, if one assumes that noisy mental simulations of the future are rationally combined with prior beliefs. Here, we further develop this idea by considering how simulation noise may be adaptively modulated by task demands, based on principles of rational inattention. We show how the optimal allocation of mental effort can give rise to the magnitude effect in intertemporal choice. In a re-analysis of two prior data sets, and in another experiment, we reveal several behavioral signatures of this theoretical account, tying choice stochasticity to the magnitude effect. We conclude that some aspects of temporal discounting may result from a cognitively plausible adaptive response to the costs of information processing. |
format | Online Article Text |
id | pubmed-7335105 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73351052020-07-09 Rationally inattentive intertemporal choice Gershman, Samuel J. Bhui, Rahul Nat Commun Article Discounting of future rewards is traditionally interpreted as evidence for an intrinsic preference in favor of sooner rewards. However, temporal discounting can also arise from internal uncertainty in value representations of future events, if one assumes that noisy mental simulations of the future are rationally combined with prior beliefs. Here, we further develop this idea by considering how simulation noise may be adaptively modulated by task demands, based on principles of rational inattention. We show how the optimal allocation of mental effort can give rise to the magnitude effect in intertemporal choice. In a re-analysis of two prior data sets, and in another experiment, we reveal several behavioral signatures of this theoretical account, tying choice stochasticity to the magnitude effect. We conclude that some aspects of temporal discounting may result from a cognitively plausible adaptive response to the costs of information processing. Nature Publishing Group UK 2020-07-03 /pmc/articles/PMC7335105/ /pubmed/32620804 http://dx.doi.org/10.1038/s41467-020-16852-y Text en © The Author(s) 2020 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 Gershman, Samuel J. Bhui, Rahul Rationally inattentive intertemporal choice |
title | Rationally inattentive intertemporal choice |
title_full | Rationally inattentive intertemporal choice |
title_fullStr | Rationally inattentive intertemporal choice |
title_full_unstemmed | Rationally inattentive intertemporal choice |
title_short | Rationally inattentive intertemporal choice |
title_sort | rationally inattentive intertemporal choice |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7335105/ https://www.ncbi.nlm.nih.gov/pubmed/32620804 http://dx.doi.org/10.1038/s41467-020-16852-y |
work_keys_str_mv | AT gershmansamuelj rationallyinattentiveintertemporalchoice AT bhuirahul rationallyinattentiveintertemporalchoice |