Cargando…

Application of Quantum—Markov Open System Models to Human Cognition and Decision

Markov processes, such as random walk models, have been successfully used by cognitive and neural scientists to model human choice behavior and decision time for over 50 years. Recently, quantum walk models have been introduced as an alternative way to model the dynamics of human choice and confiden...

Descripción completa

Detalles Bibliográficos
Autores principales: Busemeyer, Jerome, Zhang, Qizi, Balakrishnan, S. N., Wang, Zheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597313/
https://www.ncbi.nlm.nih.gov/pubmed/33286759
http://dx.doi.org/10.3390/e22090990
_version_ 1783602319233908736
author Busemeyer, Jerome
Zhang, Qizi
Balakrishnan, S. N.
Wang, Zheng
author_facet Busemeyer, Jerome
Zhang, Qizi
Balakrishnan, S. N.
Wang, Zheng
author_sort Busemeyer, Jerome
collection PubMed
description Markov processes, such as random walk models, have been successfully used by cognitive and neural scientists to model human choice behavior and decision time for over 50 years. Recently, quantum walk models have been introduced as an alternative way to model the dynamics of human choice and confidence across time. Empirical evidence points to the need for both types of processes, and open system models provide a way to incorporate them both into a single process. However, some of the constraints required by open system models present challenges for achieving this goal. The purpose of this article is to address these challenges and formulate open system models that have good potential to make important advancements in cognitive science.
format Online
Article
Text
id pubmed-7597313
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-75973132020-11-09 Application of Quantum—Markov Open System Models to Human Cognition and Decision Busemeyer, Jerome Zhang, Qizi Balakrishnan, S. N. Wang, Zheng Entropy (Basel) Article Markov processes, such as random walk models, have been successfully used by cognitive and neural scientists to model human choice behavior and decision time for over 50 years. Recently, quantum walk models have been introduced as an alternative way to model the dynamics of human choice and confidence across time. Empirical evidence points to the need for both types of processes, and open system models provide a way to incorporate them both into a single process. However, some of the constraints required by open system models present challenges for achieving this goal. The purpose of this article is to address these challenges and formulate open system models that have good potential to make important advancements in cognitive science. MDPI 2020-09-04 /pmc/articles/PMC7597313/ /pubmed/33286759 http://dx.doi.org/10.3390/e22090990 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Busemeyer, Jerome
Zhang, Qizi
Balakrishnan, S. N.
Wang, Zheng
Application of Quantum—Markov Open System Models to Human Cognition and Decision
title Application of Quantum—Markov Open System Models to Human Cognition and Decision
title_full Application of Quantum—Markov Open System Models to Human Cognition and Decision
title_fullStr Application of Quantum—Markov Open System Models to Human Cognition and Decision
title_full_unstemmed Application of Quantum—Markov Open System Models to Human Cognition and Decision
title_short Application of Quantum—Markov Open System Models to Human Cognition and Decision
title_sort application of quantum—markov open system models to human cognition and decision
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597313/
https://www.ncbi.nlm.nih.gov/pubmed/33286759
http://dx.doi.org/10.3390/e22090990
work_keys_str_mv AT busemeyerjerome applicationofquantummarkovopensystemmodelstohumancognitionanddecision
AT zhangqizi applicationofquantummarkovopensystemmodelstohumancognitionanddecision
AT balakrishnansn applicationofquantummarkovopensystemmodelstohumancognitionanddecision
AT wangzheng applicationofquantummarkovopensystemmodelstohumancognitionanddecision