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Neuroforecasting Aggregate Choice

Advances in brain-imaging design and analysis have allowed investigators to use neural activity to predict individual choice, while emerging Internet markets have opened up new opportunities for forecasting aggregate choice. Here, we review emerging research that bridges these levels of analysis by...

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Detalles Bibliográficos
Autores principales: Knutson, Brian, Genevsky, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5892847/
https://www.ncbi.nlm.nih.gov/pubmed/29706726
http://dx.doi.org/10.1177/0963721417737877
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author Knutson, Brian
Genevsky, Alexander
author_facet Knutson, Brian
Genevsky, Alexander
author_sort Knutson, Brian
collection PubMed
description Advances in brain-imaging design and analysis have allowed investigators to use neural activity to predict individual choice, while emerging Internet markets have opened up new opportunities for forecasting aggregate choice. Here, we review emerging research that bridges these levels of analysis by attempting to use group neural activity to forecast aggregate choice. A survey of initial findings suggests that components of group neural activity might forecast aggregate choice, in some cases even beyond traditional behavioral measures. In addition to demonstrating the plausibility of neuroforecasting, these findings raise the possibility that not all neural processes that predict individual choice forecast aggregate choice to the same degree. We propose that although integrative choice components may confer more consistency within individuals, affective choice components may generalize more broadly across individuals to forecast aggregate choice.
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spelling pubmed-58928472018-04-25 Neuroforecasting Aggregate Choice Knutson, Brian Genevsky, Alexander Curr Dir Psychol Sci Article Advances in brain-imaging design and analysis have allowed investigators to use neural activity to predict individual choice, while emerging Internet markets have opened up new opportunities for forecasting aggregate choice. Here, we review emerging research that bridges these levels of analysis by attempting to use group neural activity to forecast aggregate choice. A survey of initial findings suggests that components of group neural activity might forecast aggregate choice, in some cases even beyond traditional behavioral measures. In addition to demonstrating the plausibility of neuroforecasting, these findings raise the possibility that not all neural processes that predict individual choice forecast aggregate choice to the same degree. We propose that although integrative choice components may confer more consistency within individuals, affective choice components may generalize more broadly across individuals to forecast aggregate choice. SAGE Publications 2018-02-28 2018-04 /pmc/articles/PMC5892847/ /pubmed/29706726 http://dx.doi.org/10.1177/0963721417737877 Text en © The Author(s) 2018 http://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (http://www.creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Article
Knutson, Brian
Genevsky, Alexander
Neuroforecasting Aggregate Choice
title Neuroforecasting Aggregate Choice
title_full Neuroforecasting Aggregate Choice
title_fullStr Neuroforecasting Aggregate Choice
title_full_unstemmed Neuroforecasting Aggregate Choice
title_short Neuroforecasting Aggregate Choice
title_sort neuroforecasting aggregate choice
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5892847/
https://www.ncbi.nlm.nih.gov/pubmed/29706726
http://dx.doi.org/10.1177/0963721417737877
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