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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...

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Detalles Bibliográficos
Autores principales: Stankevicius, Aistis, Huys, Quentin J. M., Kalra, Aditi, Seriès, Peggy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
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.
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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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