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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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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. |
format | Online Article Text |
id | pubmed-8421336 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT bealcohenallegraa intragroupdecisionmakinginagentbasedmodels AT muneepeerakulrachata intragroupdecisionmakinginagentbasedmodels AT kikergregory intragroupdecisionmakinginagentbasedmodels |