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Decision Maker Profiling Using Their Mental Behavior Pattern
This study describes a method to assist the task of predicting the result of the decision-making process of an individual based on psychological and emotional aspects and using artificial intelligence (AI) techniques. This study presents indicators created for profile identification, which are organ...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8416518/ https://www.ncbi.nlm.nih.gov/pubmed/34489788 http://dx.doi.org/10.3389/fpsyg.2021.667255 |
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author | de Mello, Flávio Luis de Souza, Sebastião Alves |
author_facet | de Mello, Flávio Luis de Souza, Sebastião Alves |
author_sort | de Mello, Flávio Luis |
collection | PubMed |
description | This study describes a method to assist the task of predicting the result of the decision-making process of an individual based on psychological and emotional aspects and using artificial intelligence (AI) techniques. This study presents indicators created for profile identification, which are organized in primary and circumstantial categories. These indicators are merged according to the ultimate purpose of profile identification, including the expected behavioral pattern for a person who performs a decision-making process. The person behavior hypothesis was successfully tested and can be approximated by an indicator such as mental functioning pattern, and the mental functioning pattern hypothesis can signal the most likely decisions of an individual. Four debtor decision variables were assessed in a debt negotiation process, in order to validate the method, which is applicable to other decision-making domains. The best signaling of the most likely decision of the debtor was seven times greater than that of a random prediction, while the gain of the worst decision signaling variable was 20%. |
format | Online Article Text |
id | pubmed-8416518 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84165182021-09-05 Decision Maker Profiling Using Their Mental Behavior Pattern de Mello, Flávio Luis de Souza, Sebastião Alves Front Psychol Psychology This study describes a method to assist the task of predicting the result of the decision-making process of an individual based on psychological and emotional aspects and using artificial intelligence (AI) techniques. This study presents indicators created for profile identification, which are organized in primary and circumstantial categories. These indicators are merged according to the ultimate purpose of profile identification, including the expected behavioral pattern for a person who performs a decision-making process. The person behavior hypothesis was successfully tested and can be approximated by an indicator such as mental functioning pattern, and the mental functioning pattern hypothesis can signal the most likely decisions of an individual. Four debtor decision variables were assessed in a debt negotiation process, in order to validate the method, which is applicable to other decision-making domains. The best signaling of the most likely decision of the debtor was seven times greater than that of a random prediction, while the gain of the worst decision signaling variable was 20%. Frontiers Media S.A. 2021-08-18 /pmc/articles/PMC8416518/ /pubmed/34489788 http://dx.doi.org/10.3389/fpsyg.2021.667255 Text en Copyright © 2021 Mello and Souza. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology de Mello, Flávio Luis de Souza, Sebastião Alves Decision Maker Profiling Using Their Mental Behavior Pattern |
title | Decision Maker Profiling Using Their Mental Behavior Pattern |
title_full | Decision Maker Profiling Using Their Mental Behavior Pattern |
title_fullStr | Decision Maker Profiling Using Their Mental Behavior Pattern |
title_full_unstemmed | Decision Maker Profiling Using Their Mental Behavior Pattern |
title_short | Decision Maker Profiling Using Their Mental Behavior Pattern |
title_sort | decision maker profiling using their mental behavior pattern |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8416518/ https://www.ncbi.nlm.nih.gov/pubmed/34489788 http://dx.doi.org/10.3389/fpsyg.2021.667255 |
work_keys_str_mv | AT demelloflavioluis decisionmakerprofilingusingtheirmentalbehaviorpattern AT desouzasebastiaoalves decisionmakerprofilingusingtheirmentalbehaviorpattern |