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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,...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2012
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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. |
format | Online Article Text |
id | pubmed-3463819 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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