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Markov versus quantum dynamic models of belief change during evidence monitoring

Two different dynamic models for belief change during evidence monitoring were evaluated: Markov and quantum. They were empirically tested with an experiment in which participants monitored evidence for an initial period of time, made a probability rating, then monitored more evidence, before making...

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Autores principales: Busemeyer, Jerome R., Kvam, Peter D., Pleskac, Timothy J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6889126/
https://www.ncbi.nlm.nih.gov/pubmed/31792262
http://dx.doi.org/10.1038/s41598-019-54383-9
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author Busemeyer, Jerome R.
Kvam, Peter D.
Pleskac, Timothy J.
author_facet Busemeyer, Jerome R.
Kvam, Peter D.
Pleskac, Timothy J.
author_sort Busemeyer, Jerome R.
collection PubMed
description Two different dynamic models for belief change during evidence monitoring were evaluated: Markov and quantum. They were empirically tested with an experiment in which participants monitored evidence for an initial period of time, made a probability rating, then monitored more evidence, before making a second rating. The models were qualitatively tested by manipulating the time intervals in a manner that provided a test for interference effects of the first rating on the second. The Markov model predicted no interference, whereas the quantum model predicted interference. More importantly, a quantitative comparison of the two models was also carried out using a generalization criterion method: the parameters were fit to data from one set of time intervals, and then these same parameters were used to predict data from another set of time intervals. The results indicated that some features of both Markov and quantum models are needed to accurately account for the results.
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spelling pubmed-68891262019-12-10 Markov versus quantum dynamic models of belief change during evidence monitoring Busemeyer, Jerome R. Kvam, Peter D. Pleskac, Timothy J. Sci Rep Article Two different dynamic models for belief change during evidence monitoring were evaluated: Markov and quantum. They were empirically tested with an experiment in which participants monitored evidence for an initial period of time, made a probability rating, then monitored more evidence, before making a second rating. The models were qualitatively tested by manipulating the time intervals in a manner that provided a test for interference effects of the first rating on the second. The Markov model predicted no interference, whereas the quantum model predicted interference. More importantly, a quantitative comparison of the two models was also carried out using a generalization criterion method: the parameters were fit to data from one set of time intervals, and then these same parameters were used to predict data from another set of time intervals. The results indicated that some features of both Markov and quantum models are needed to accurately account for the results. Nature Publishing Group UK 2019-12-02 /pmc/articles/PMC6889126/ /pubmed/31792262 http://dx.doi.org/10.1038/s41598-019-54383-9 Text en © The Author(s) 2019 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Busemeyer, Jerome R.
Kvam, Peter D.
Pleskac, Timothy J.
Markov versus quantum dynamic models of belief change during evidence monitoring
title Markov versus quantum dynamic models of belief change during evidence monitoring
title_full Markov versus quantum dynamic models of belief change during evidence monitoring
title_fullStr Markov versus quantum dynamic models of belief change during evidence monitoring
title_full_unstemmed Markov versus quantum dynamic models of belief change during evidence monitoring
title_short Markov versus quantum dynamic models of belief change during evidence monitoring
title_sort markov versus quantum dynamic models of belief change during evidence monitoring
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6889126/
https://www.ncbi.nlm.nih.gov/pubmed/31792262
http://dx.doi.org/10.1038/s41598-019-54383-9
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