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Emergence of grouping in multi-resource minority game dynamics

Complex systems arising in a modern society typically have many resources and strategies available for their dynamical evolutions. To explore quantitatively the behaviors of such systems, we propose a class of models to investigate Minority Game (MG) dynamics with multiple strategies. In particular,...

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Detalles Bibliográficos
Autores principales: Huang, Zi-Gang, Zhang, Ji-Qiang, Dong, Jia-Qi, Huang, Liang, Lai, Ying-Cheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3463819/
https://www.ncbi.nlm.nih.gov/pubmed/23050087
http://dx.doi.org/10.1038/srep00703
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author Huang, Zi-Gang
Zhang, Ji-Qiang
Dong, Jia-Qi
Huang, Liang
Lai, Ying-Cheng
author_facet Huang, Zi-Gang
Zhang, Ji-Qiang
Dong, Jia-Qi
Huang, Liang
Lai, Ying-Cheng
author_sort Huang, Zi-Gang
collection PubMed
description Complex systems arising in a modern society typically have many resources and strategies available for their dynamical evolutions. To explore quantitatively the behaviors of such systems, we propose a class of models to investigate Minority Game (MG) dynamics with multiple strategies. In particular, agents tend to choose the least used strategies based on available local information. A striking finding is the emergence of grouping states defined in terms of distinct strategies. We develop an analytic theory based on the mean-field framework to understand the “bifurcations” of the grouping states. The grouping phenomenon has also been identified in the Shanghai Stock-Market system, and we discuss its prevalence in other real-world systems. Our work demonstrates that complex systems obeying the MG rules can spontaneously self-organize themselves into certain divided states, and our model represents a basic and general mathematical framework to address this kind of phenomena in social, economical and political systems.
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spelling pubmed-34638192012-10-04 Emergence of grouping in multi-resource minority game dynamics Huang, Zi-Gang Zhang, Ji-Qiang Dong, Jia-Qi Huang, Liang Lai, Ying-Cheng Sci Rep Article Complex systems arising in a modern society typically have many resources and strategies available for their dynamical evolutions. To explore quantitatively the behaviors of such systems, we propose a class of models to investigate Minority Game (MG) dynamics with multiple strategies. In particular, agents tend to choose the least used strategies based on available local information. A striking finding is the emergence of grouping states defined in terms of distinct strategies. We develop an analytic theory based on the mean-field framework to understand the “bifurcations” of the grouping states. The grouping phenomenon has also been identified in the Shanghai Stock-Market system, and we discuss its prevalence in other real-world systems. Our work demonstrates that complex systems obeying the MG rules can spontaneously self-organize themselves into certain divided states, and our model represents a basic and general mathematical framework to address this kind of phenomena in social, economical and political systems. Nature Publishing Group 2012-10-04 /pmc/articles/PMC3463819/ /pubmed/23050087 http://dx.doi.org/10.1038/srep00703 Text en Copyright © 2012, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-nd/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/
spellingShingle Article
Huang, Zi-Gang
Zhang, Ji-Qiang
Dong, Jia-Qi
Huang, Liang
Lai, Ying-Cheng
Emergence of grouping in multi-resource minority game dynamics
title Emergence of grouping in multi-resource minority game dynamics
title_full Emergence of grouping in multi-resource minority game dynamics
title_fullStr Emergence of grouping in multi-resource minority game dynamics
title_full_unstemmed Emergence of grouping in multi-resource minority game dynamics
title_short Emergence of grouping in multi-resource minority game dynamics
title_sort emergence of grouping in multi-resource minority game dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3463819/
https://www.ncbi.nlm.nih.gov/pubmed/23050087
http://dx.doi.org/10.1038/srep00703
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