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Optimism as a Prior Belief about the Probability of Future Reward
Optimists hold positive a priori beliefs about the future. In Bayesian statistical theory, a priori beliefs can be overcome by experience. However, optimistic beliefs can at times appear surprisingly resistant to evidence, suggesting that optimism might also influence how new information is selected...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4031045/ https://www.ncbi.nlm.nih.gov/pubmed/24853098 http://dx.doi.org/10.1371/journal.pcbi.1003605 |
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author | Stankevicius, Aistis Huys, Quentin J. M. Kalra, Aditi Seriès, Peggy |
author_facet | Stankevicius, Aistis Huys, Quentin J. M. Kalra, Aditi Seriès, Peggy |
author_sort | Stankevicius, Aistis |
collection | PubMed |
description | Optimists hold positive a priori beliefs about the future. In Bayesian statistical theory, a priori beliefs can be overcome by experience. However, optimistic beliefs can at times appear surprisingly resistant to evidence, suggesting that optimism might also influence how new information is selected and learned. Here, we use a novel Pavlovian conditioning task, embedded in a normative framework, to directly assess how trait optimism, as classically measured using self-report questionnaires, influences choices between visual targets, by learning about their association with reward progresses. We find that trait optimism relates to an a priori belief about the likelihood of rewards, but not losses, in our task. Critically, this positive belief behaves like a probabilistic prior, i.e. its influence reduces with increasing experience. Contrary to findings in the literature related to unrealistic optimism and self-beliefs, it does not appear to influence the iterative learning process directly. |
format | Online Article Text |
id | pubmed-4031045 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-40310452014-05-28 Optimism as a Prior Belief about the Probability of Future Reward Stankevicius, Aistis Huys, Quentin J. M. Kalra, Aditi Seriès, Peggy PLoS Comput Biol Research Article Optimists hold positive a priori beliefs about the future. In Bayesian statistical theory, a priori beliefs can be overcome by experience. However, optimistic beliefs can at times appear surprisingly resistant to evidence, suggesting that optimism might also influence how new information is selected and learned. Here, we use a novel Pavlovian conditioning task, embedded in a normative framework, to directly assess how trait optimism, as classically measured using self-report questionnaires, influences choices between visual targets, by learning about their association with reward progresses. We find that trait optimism relates to an a priori belief about the likelihood of rewards, but not losses, in our task. Critically, this positive belief behaves like a probabilistic prior, i.e. its influence reduces with increasing experience. Contrary to findings in the literature related to unrealistic optimism and self-beliefs, it does not appear to influence the iterative learning process directly. Public Library of Science 2014-05-22 /pmc/articles/PMC4031045/ /pubmed/24853098 http://dx.doi.org/10.1371/journal.pcbi.1003605 Text en © 2014 Stankevicius 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Stankevicius, Aistis Huys, Quentin J. M. Kalra, Aditi Seriès, Peggy Optimism as a Prior Belief about the Probability of Future Reward |
title | Optimism as a Prior Belief about the Probability of Future Reward |
title_full | Optimism as a Prior Belief about the Probability of Future Reward |
title_fullStr | Optimism as a Prior Belief about the Probability of Future Reward |
title_full_unstemmed | Optimism as a Prior Belief about the Probability of Future Reward |
title_short | Optimism as a Prior Belief about the Probability of Future Reward |
title_sort | optimism as a prior belief about the probability of future reward |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4031045/ https://www.ncbi.nlm.nih.gov/pubmed/24853098 http://dx.doi.org/10.1371/journal.pcbi.1003605 |
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