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Export dynamics as an optimal growth problem in the network of global economy
We analyze export data aggregated at world global level of 219 classes of products over a period of 39 years. Our main goal is to set up a dynamical model to identify and quantify plausible mechanisms by which the evolutions of the various exports affect each other. This is pursued through a stochas...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4987627/ https://www.ncbi.nlm.nih.gov/pubmed/27530505 http://dx.doi.org/10.1038/srep31461 |
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author | Caraglio, Michele Baldovin, Fulvio Stella, Attilio L. |
author_facet | Caraglio, Michele Baldovin, Fulvio Stella, Attilio L. |
author_sort | Caraglio, Michele |
collection | PubMed |
description | We analyze export data aggregated at world global level of 219 classes of products over a period of 39 years. Our main goal is to set up a dynamical model to identify and quantify plausible mechanisms by which the evolutions of the various exports affect each other. This is pursued through a stochastic differential description, partly inspired by approaches used in population dynamics or directed polymers in random media. We outline a complex network of transfer rates which describes how resources are shifted between different product classes, and determines how casual favorable conditions for one export can spread to the other ones. A calibration procedure allows to fit four free model-parameters such that the dynamical evolution becomes consistent with the average growth, the fluctuations, and the ranking of the export values observed in real data. Growth crucially depends on the balance between maintaining and shifting resources to different exports, like in an explore-exploit problem. Remarkably, the calibrated parameters warrant a close-to-maximum growth rate under the transient conditions realized in the period covered by data, implying an optimal self organization of the global export. According to the model, major structural changes in the global economy take tens of years. |
format | Online Article Text |
id | pubmed-4987627 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-49876272016-08-30 Export dynamics as an optimal growth problem in the network of global economy Caraglio, Michele Baldovin, Fulvio Stella, Attilio L. Sci Rep Article We analyze export data aggregated at world global level of 219 classes of products over a period of 39 years. Our main goal is to set up a dynamical model to identify and quantify plausible mechanisms by which the evolutions of the various exports affect each other. This is pursued through a stochastic differential description, partly inspired by approaches used in population dynamics or directed polymers in random media. We outline a complex network of transfer rates which describes how resources are shifted between different product classes, and determines how casual favorable conditions for one export can spread to the other ones. A calibration procedure allows to fit four free model-parameters such that the dynamical evolution becomes consistent with the average growth, the fluctuations, and the ranking of the export values observed in real data. Growth crucially depends on the balance between maintaining and shifting resources to different exports, like in an explore-exploit problem. Remarkably, the calibrated parameters warrant a close-to-maximum growth rate under the transient conditions realized in the period covered by data, implying an optimal self organization of the global export. According to the model, major structural changes in the global economy take tens of years. Nature Publishing Group 2016-08-17 /pmc/articles/PMC4987627/ /pubmed/27530505 http://dx.doi.org/10.1038/srep31461 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Caraglio, Michele Baldovin, Fulvio Stella, Attilio L. Export dynamics as an optimal growth problem in the network of global economy |
title | Export dynamics as an optimal growth problem in the network of global economy |
title_full | Export dynamics as an optimal growth problem in the network of global economy |
title_fullStr | Export dynamics as an optimal growth problem in the network of global economy |
title_full_unstemmed | Export dynamics as an optimal growth problem in the network of global economy |
title_short | Export dynamics as an optimal growth problem in the network of global economy |
title_sort | export dynamics as an optimal growth problem in the network of global economy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4987627/ https://www.ncbi.nlm.nih.gov/pubmed/27530505 http://dx.doi.org/10.1038/srep31461 |
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