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Intra-group decision-making in agent-based models

Many agent-based models (ABMs) try to explain large-scale phenomena by reducing them to behaviors at lower scales. At these scales in social systems are functional groups such as households, religious congregations, coops and local governments. The intra-group dynamics of functional groups often gen...

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Detalles Bibliográficos
Autores principales: Beal Cohen, Allegra A., Muneepeerakul, Rachata, Kiker, Gregory
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8421336/
https://www.ncbi.nlm.nih.gov/pubmed/34489484
http://dx.doi.org/10.1038/s41598-021-96661-5
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author Beal Cohen, Allegra A.
Muneepeerakul, Rachata
Kiker, Gregory
author_facet Beal Cohen, Allegra A.
Muneepeerakul, Rachata
Kiker, Gregory
author_sort Beal Cohen, Allegra A.
collection PubMed
description Many agent-based models (ABMs) try to explain large-scale phenomena by reducing them to behaviors at lower scales. At these scales in social systems are functional groups such as households, religious congregations, coops and local governments. The intra-group dynamics of functional groups often generate inefficient or unexpected behavior that cannot be predicted by modeling groups as basic units. We introduce a framework for modeling intra-group decision-making and its interaction with social norms, using the household as our focus. We select phenomena related to women’s empowerment in agriculture as examples influenced by both intra-household dynamics and gender norms. Our framework proves more capable of replicating these phenomena than two common types of ABMs. We conclude that it is not enough to build multi-scale models; explaining social behaviors entails modeling intra-scale dynamics.
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spelling pubmed-84213362021-09-07 Intra-group decision-making in agent-based models Beal Cohen, Allegra A. Muneepeerakul, Rachata Kiker, Gregory Sci Rep Article Many agent-based models (ABMs) try to explain large-scale phenomena by reducing them to behaviors at lower scales. At these scales in social systems are functional groups such as households, religious congregations, coops and local governments. The intra-group dynamics of functional groups often generate inefficient or unexpected behavior that cannot be predicted by modeling groups as basic units. We introduce a framework for modeling intra-group decision-making and its interaction with social norms, using the household as our focus. We select phenomena related to women’s empowerment in agriculture as examples influenced by both intra-household dynamics and gender norms. Our framework proves more capable of replicating these phenomena than two common types of ABMs. We conclude that it is not enough to build multi-scale models; explaining social behaviors entails modeling intra-scale dynamics. Nature Publishing Group UK 2021-09-06 /pmc/articles/PMC8421336/ /pubmed/34489484 http://dx.doi.org/10.1038/s41598-021-96661-5 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
Beal Cohen, Allegra A.
Muneepeerakul, Rachata
Kiker, Gregory
Intra-group decision-making in agent-based models
title Intra-group decision-making in agent-based models
title_full Intra-group decision-making in agent-based models
title_fullStr Intra-group decision-making in agent-based models
title_full_unstemmed Intra-group decision-making in agent-based models
title_short Intra-group decision-making in agent-based models
title_sort intra-group decision-making in agent-based models
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8421336/
https://www.ncbi.nlm.nih.gov/pubmed/34489484
http://dx.doi.org/10.1038/s41598-021-96661-5
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