Cargando…

A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect

In our daily lives, we must often predict the level of others’ satisfaction with something they have not experienced thus far. How can such a prediction be accurate? Existing studies indicate that, by referring to the extent to which people themselves have enjoyed something, they are able to predict...

Descripción completa

Detalles Bibliográficos
Autores principales: Fujisaki, Itsuki, Honda, Hidehito, Ueda, Kazuhiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9300593/
https://www.ncbi.nlm.nih.gov/pubmed/35858998
http://dx.doi.org/10.1038/s41598-022-16584-7
_version_ 1784751250889244672
author Fujisaki, Itsuki
Honda, Hidehito
Ueda, Kazuhiro
author_facet Fujisaki, Itsuki
Honda, Hidehito
Ueda, Kazuhiro
author_sort Fujisaki, Itsuki
collection PubMed
description In our daily lives, we must often predict the level of others’ satisfaction with something they have not experienced thus far. How can such a prediction be accurate? Existing studies indicate that, by referring to the extent to which people themselves have enjoyed something, they are able to predict others’ future satisfaction, to some extent. In this study, we propose a method that can further improve such predictions. This method is expected to allow individuals to exploit the ‘wisdom of the crowd’ within a person, in terms of taste. Specifically, for a single target, participants in our study group produced two opinions from different perspectives: the degree to which they preferred something, and they estimated ‘public opinion’. Utilising two behavioural studies and computer simulations, we confirmed the effectiveness of our method; specifically, blending the two opinions could enhance an individual’s prediction ability. Subsequently, we mathematically analysed how effective our method is and identified several factors that influenced its efficiency. Our findings offer several contributions to ‘wisdom-of-crowd’ research.
format Online
Article
Text
id pubmed-9300593
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-93005932022-07-22 A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect Fujisaki, Itsuki Honda, Hidehito Ueda, Kazuhiro Sci Rep Article In our daily lives, we must often predict the level of others’ satisfaction with something they have not experienced thus far. How can such a prediction be accurate? Existing studies indicate that, by referring to the extent to which people themselves have enjoyed something, they are able to predict others’ future satisfaction, to some extent. In this study, we propose a method that can further improve such predictions. This method is expected to allow individuals to exploit the ‘wisdom of the crowd’ within a person, in terms of taste. Specifically, for a single target, participants in our study group produced two opinions from different perspectives: the degree to which they preferred something, and they estimated ‘public opinion’. Utilising two behavioural studies and computer simulations, we confirmed the effectiveness of our method; specifically, blending the two opinions could enhance an individual’s prediction ability. Subsequently, we mathematically analysed how effective our method is and identified several factors that influenced its efficiency. Our findings offer several contributions to ‘wisdom-of-crowd’ research. Nature Publishing Group UK 2022-07-20 /pmc/articles/PMC9300593/ /pubmed/35858998 http://dx.doi.org/10.1038/s41598-022-16584-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Fujisaki, Itsuki
Honda, Hidehito
Ueda, Kazuhiro
A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect
title A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect
title_full A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect
title_fullStr A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect
title_full_unstemmed A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect
title_short A simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect
title_sort simple cognitive method to improve the prediction of matters of taste by exploiting the within-person wisdom-of-crowd effect
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9300593/
https://www.ncbi.nlm.nih.gov/pubmed/35858998
http://dx.doi.org/10.1038/s41598-022-16584-7
work_keys_str_mv AT fujisakiitsuki asimplecognitivemethodtoimprovethepredictionofmattersoftastebyexploitingthewithinpersonwisdomofcrowdeffect
AT hondahidehito asimplecognitivemethodtoimprovethepredictionofmattersoftastebyexploitingthewithinpersonwisdomofcrowdeffect
AT uedakazuhiro asimplecognitivemethodtoimprovethepredictionofmattersoftastebyexploitingthewithinpersonwisdomofcrowdeffect
AT fujisakiitsuki simplecognitivemethodtoimprovethepredictionofmattersoftastebyexploitingthewithinpersonwisdomofcrowdeffect
AT hondahidehito simplecognitivemethodtoimprovethepredictionofmattersoftastebyexploitingthewithinpersonwisdomofcrowdeffect
AT uedakazuhiro simplecognitivemethodtoimprovethepredictionofmattersoftastebyexploitingthewithinpersonwisdomofcrowdeffect