Cargando…

Temporal oscillations in preference strength provide evidence for an open system model of constructed preference

The decision process is often conceptualized as a constructive process in which a decision maker accumulates information to form preferences about the choice options and ultimately make a response. Here we examine how these constructive processes unfold by tracking dynamic changes in preference stre...

Descripción completa

Detalles Bibliográficos
Autores principales: Kvam, Peter D., Busemeyer, Jerome R., Pleskac, Timothy J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8046775/
https://www.ncbi.nlm.nih.gov/pubmed/33854162
http://dx.doi.org/10.1038/s41598-021-87659-0
_version_ 1783678914012381184
author Kvam, Peter D.
Busemeyer, Jerome R.
Pleskac, Timothy J.
author_facet Kvam, Peter D.
Busemeyer, Jerome R.
Pleskac, Timothy J.
author_sort Kvam, Peter D.
collection PubMed
description The decision process is often conceptualized as a constructive process in which a decision maker accumulates information to form preferences about the choice options and ultimately make a response. Here we examine how these constructive processes unfold by tracking dynamic changes in preference strength. Across two experiments, we observed that mean preference strength systematically oscillated over time and found that eliciting a choice early in time strongly affected the pattern of preference oscillation later in time. Preferences following choices oscillated between being stronger than those without prior choice and being weaker than those without choice. To account for these phenomena, we develop an open system dynamic model which merges the dynamics of Markov random walk processes with those of quantum walk processes. This model incorporates two sources of uncertainty: epistemic uncertainty about what preference state a decision maker has at a particular point in time; and ontic uncertainty about what decision or judgment will be observed when a person has some preference state. Representing these two sources of uncertainty allows the model to account for the oscillations in preference as well as the effect of choice on preference formation.
format Online
Article
Text
id pubmed-8046775
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-80467752021-04-15 Temporal oscillations in preference strength provide evidence for an open system model of constructed preference Kvam, Peter D. Busemeyer, Jerome R. Pleskac, Timothy J. Sci Rep Article The decision process is often conceptualized as a constructive process in which a decision maker accumulates information to form preferences about the choice options and ultimately make a response. Here we examine how these constructive processes unfold by tracking dynamic changes in preference strength. Across two experiments, we observed that mean preference strength systematically oscillated over time and found that eliciting a choice early in time strongly affected the pattern of preference oscillation later in time. Preferences following choices oscillated between being stronger than those without prior choice and being weaker than those without choice. To account for these phenomena, we develop an open system dynamic model which merges the dynamics of Markov random walk processes with those of quantum walk processes. This model incorporates two sources of uncertainty: epistemic uncertainty about what preference state a decision maker has at a particular point in time; and ontic uncertainty about what decision or judgment will be observed when a person has some preference state. Representing these two sources of uncertainty allows the model to account for the oscillations in preference as well as the effect of choice on preference formation. Nature Publishing Group UK 2021-04-14 /pmc/articles/PMC8046775/ /pubmed/33854162 http://dx.doi.org/10.1038/s41598-021-87659-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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
Kvam, Peter D.
Busemeyer, Jerome R.
Pleskac, Timothy J.
Temporal oscillations in preference strength provide evidence for an open system model of constructed preference
title Temporal oscillations in preference strength provide evidence for an open system model of constructed preference
title_full Temporal oscillations in preference strength provide evidence for an open system model of constructed preference
title_fullStr Temporal oscillations in preference strength provide evidence for an open system model of constructed preference
title_full_unstemmed Temporal oscillations in preference strength provide evidence for an open system model of constructed preference
title_short Temporal oscillations in preference strength provide evidence for an open system model of constructed preference
title_sort temporal oscillations in preference strength provide evidence for an open system model of constructed preference
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8046775/
https://www.ncbi.nlm.nih.gov/pubmed/33854162
http://dx.doi.org/10.1038/s41598-021-87659-0
work_keys_str_mv AT kvampeterd temporaloscillationsinpreferencestrengthprovideevidenceforanopensystemmodelofconstructedpreference
AT busemeyerjeromer temporaloscillationsinpreferencestrengthprovideevidenceforanopensystemmodelofconstructedpreference
AT pleskactimothyj temporaloscillationsinpreferencestrengthprovideevidenceforanopensystemmodelofconstructedpreference