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Data Driven Approach to the Dynamics of Import and Export of G7 Countries

The dynamics of imports plus exports of 226 product classes by the G7 countries between 1962 and 2000 is described in terms of stochastic differential equations. The model allows interesting comparisons among the different economies related to the compositions of the national baskets. Synthetic solu...

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Autores principales: Teza, Gianluca, Caraglio, Michele, Stella, Attilio L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512298/
https://www.ncbi.nlm.nih.gov/pubmed/33265824
http://dx.doi.org/10.3390/e20100735
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author Teza, Gianluca
Caraglio, Michele
Stella, Attilio L.
author_facet Teza, Gianluca
Caraglio, Michele
Stella, Attilio L.
author_sort Teza, Gianluca
collection PubMed
description The dynamics of imports plus exports of 226 product classes by the G7 countries between 1962 and 2000 is described in terms of stochastic differential equations. The model allows interesting comparisons among the different economies related to the compositions of the national baskets. Synthetic solutions can also be used to estimate hidden and unexploited growth potentials. These prerogatives are strictly connected with the fact that a network structure is at the basis of the model. Such a network expresses the mutual influences of different products through resource transfers, and is a key ingredient producing cooperative growth effects which can be quantified and distinguished from those generated by deterministic drifts and representing direct resource inputs. An analysis of this network, which differs substantially from those previously considered within the economic complexity approach, allows to estimate the centrality of different products in each national basket, highlighting the most essential commodities for each economy. Solutions of the model give the possibility of performing counterfactual analyses aimed at estimating how much the growth of each country could have profited from a general strengthening, or weakening, of the links in the same products network.
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spelling pubmed-75122982020-11-09 Data Driven Approach to the Dynamics of Import and Export of G7 Countries Teza, Gianluca Caraglio, Michele Stella, Attilio L. Entropy (Basel) Article The dynamics of imports plus exports of 226 product classes by the G7 countries between 1962 and 2000 is described in terms of stochastic differential equations. The model allows interesting comparisons among the different economies related to the compositions of the national baskets. Synthetic solutions can also be used to estimate hidden and unexploited growth potentials. These prerogatives are strictly connected with the fact that a network structure is at the basis of the model. Such a network expresses the mutual influences of different products through resource transfers, and is a key ingredient producing cooperative growth effects which can be quantified and distinguished from those generated by deterministic drifts and representing direct resource inputs. An analysis of this network, which differs substantially from those previously considered within the economic complexity approach, allows to estimate the centrality of different products in each national basket, highlighting the most essential commodities for each economy. Solutions of the model give the possibility of performing counterfactual analyses aimed at estimating how much the growth of each country could have profited from a general strengthening, or weakening, of the links in the same products network. MDPI 2018-09-25 /pmc/articles/PMC7512298/ /pubmed/33265824 http://dx.doi.org/10.3390/e20100735 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Teza, Gianluca
Caraglio, Michele
Stella, Attilio L.
Data Driven Approach to the Dynamics of Import and Export of G7 Countries
title Data Driven Approach to the Dynamics of Import and Export of G7 Countries
title_full Data Driven Approach to the Dynamics of Import and Export of G7 Countries
title_fullStr Data Driven Approach to the Dynamics of Import and Export of G7 Countries
title_full_unstemmed Data Driven Approach to the Dynamics of Import and Export of G7 Countries
title_short Data Driven Approach to the Dynamics of Import and Export of G7 Countries
title_sort data driven approach to the dynamics of import and export of g7 countries
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512298/
https://www.ncbi.nlm.nih.gov/pubmed/33265824
http://dx.doi.org/10.3390/e20100735
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