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Scale free is not rare in international trade networks
Failing to consider the strong correlations between weights and topological properties in capacity-weighted networks renders test results on the scale-free property unreliable. According to the preferential attachment mechanism, existing high-degree nodes normally attract new nodes. However, in capa...
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/PMC8233329/ https://www.ncbi.nlm.nih.gov/pubmed/34172820 http://dx.doi.org/10.1038/s41598-021-92764-1 |
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author | Liu, Linqing Shen, Mengyun Tan, Chang |
author_facet | Liu, Linqing Shen, Mengyun Tan, Chang |
author_sort | Liu, Linqing |
collection | PubMed |
description | Failing to consider the strong correlations between weights and topological properties in capacity-weighted networks renders test results on the scale-free property unreliable. According to the preferential attachment mechanism, existing high-degree nodes normally attract new nodes. However, in capacity-weighted networks, the weights of existing edges increase as the network grows. We propose an optimized simplification method and apply it to international trade networks. Our study covers more than 1200 product categories annually from 1995 to 2018. We find that, on average, 38%, 38% and 69% of product networks in export, import and total trade are scale-free. Furthermore, the scale-free characteristics differ depending on the technology. Counter to expectations, the exports of high-technology products are distributed worldwide rather than concentrated in a few developed countries. Our research extends the scale-free exploration of capacity-weighted networks and demonstrates that choosing appropriate filtering methods can clarify the properties of complex networks. |
format | Online Article Text |
id | pubmed-8233329 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82333292021-07-06 Scale free is not rare in international trade networks Liu, Linqing Shen, Mengyun Tan, Chang Sci Rep Article Failing to consider the strong correlations between weights and topological properties in capacity-weighted networks renders test results on the scale-free property unreliable. According to the preferential attachment mechanism, existing high-degree nodes normally attract new nodes. However, in capacity-weighted networks, the weights of existing edges increase as the network grows. We propose an optimized simplification method and apply it to international trade networks. Our study covers more than 1200 product categories annually from 1995 to 2018. We find that, on average, 38%, 38% and 69% of product networks in export, import and total trade are scale-free. Furthermore, the scale-free characteristics differ depending on the technology. Counter to expectations, the exports of high-technology products are distributed worldwide rather than concentrated in a few developed countries. Our research extends the scale-free exploration of capacity-weighted networks and demonstrates that choosing appropriate filtering methods can clarify the properties of complex networks. Nature Publishing Group UK 2021-06-25 /pmc/articles/PMC8233329/ /pubmed/34172820 http://dx.doi.org/10.1038/s41598-021-92764-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Liu, Linqing Shen, Mengyun Tan, Chang Scale free is not rare in international trade networks |
title | Scale free is not rare in international trade networks |
title_full | Scale free is not rare in international trade networks |
title_fullStr | Scale free is not rare in international trade networks |
title_full_unstemmed | Scale free is not rare in international trade networks |
title_short | Scale free is not rare in international trade networks |
title_sort | scale free is not rare in international trade networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8233329/ https://www.ncbi.nlm.nih.gov/pubmed/34172820 http://dx.doi.org/10.1038/s41598-021-92764-1 |
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