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A multiresolution framework for the analysis of community structure in international trade networks
International trade networks are complex systems that consist of overlapping multiple trade blocs of varying sizes. However, the resulting structures of community detection in trade networks often fail to accurately represent the complexity of international trade. To address this issue, we propose a...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10082076/ https://www.ncbi.nlm.nih.gov/pubmed/37029219 http://dx.doi.org/10.1038/s41598-023-32686-2 |
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author | Cho, Wonguk Lee, Daekyung Kim, Beom Jun |
author_facet | Cho, Wonguk Lee, Daekyung Kim, Beom Jun |
author_sort | Cho, Wonguk |
collection | PubMed |
description | International trade networks are complex systems that consist of overlapping multiple trade blocs of varying sizes. However, the resulting structures of community detection in trade networks often fail to accurately represent the complexity of international trade. To address this issue, we propose a multiresolution framework that integrates information from a range of resolutions to consider trade communities of different sizes and reveal the hierarchical structure of trade networks and their constituent blocks. In addition, we introduce a measure called multiresolution membership inconsistency for each country, which demonstrates the positive correlation between a country’s structural inconsistency in terms of network topology and its vulnerability to external intervention in terms of economic and security functioning. Our findings show that network science-based approaches can effectively capture the complex interdependencies between countries and provide new metrics for evaluating the characteristics and behaviors of countries in both economic and political contexts. |
format | Online Article Text |
id | pubmed-10082076 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-100820762023-04-09 A multiresolution framework for the analysis of community structure in international trade networks Cho, Wonguk Lee, Daekyung Kim, Beom Jun Sci Rep Article International trade networks are complex systems that consist of overlapping multiple trade blocs of varying sizes. However, the resulting structures of community detection in trade networks often fail to accurately represent the complexity of international trade. To address this issue, we propose a multiresolution framework that integrates information from a range of resolutions to consider trade communities of different sizes and reveal the hierarchical structure of trade networks and their constituent blocks. In addition, we introduce a measure called multiresolution membership inconsistency for each country, which demonstrates the positive correlation between a country’s structural inconsistency in terms of network topology and its vulnerability to external intervention in terms of economic and security functioning. Our findings show that network science-based approaches can effectively capture the complex interdependencies between countries and provide new metrics for evaluating the characteristics and behaviors of countries in both economic and political contexts. Nature Publishing Group UK 2023-04-07 /pmc/articles/PMC10082076/ /pubmed/37029219 http://dx.doi.org/10.1038/s41598-023-32686-2 Text en © The Author(s) 2023 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 Cho, Wonguk Lee, Daekyung Kim, Beom Jun A multiresolution framework for the analysis of community structure in international trade networks |
title | A multiresolution framework for the analysis of community structure in international trade networks |
title_full | A multiresolution framework for the analysis of community structure in international trade networks |
title_fullStr | A multiresolution framework for the analysis of community structure in international trade networks |
title_full_unstemmed | A multiresolution framework for the analysis of community structure in international trade networks |
title_short | A multiresolution framework for the analysis of community structure in international trade networks |
title_sort | multiresolution framework for the analysis of community structure in international trade networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10082076/ https://www.ncbi.nlm.nih.gov/pubmed/37029219 http://dx.doi.org/10.1038/s41598-023-32686-2 |
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