Regional Integration Clusters and Optimum Customs Unions A Machine-Learning Approach

This study proposes a new method to evaluate the composition of regional arrangements focused on increasing intraregional trade and economic integration. In contrast to previous studies that take the country composition of these arrangements as given, our method uses a network clustering algorithm a...

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Published inJournal of Economic Integration Vol. 36; no. 2; pp. 262 - 281
Main Authors De Lombaerde, Philippe, Naeher, Dominik, Saber, Takfarinas
Format Journal Article
LanguageEnglish
Published Seoul Center for Economic Integration, Sejong University 01.06.2021
Center for Economic Integration
Journal of Economic Integration
경제통합연구소
Subjects
Online AccessGet full text
ISSN1225-651X
1976-5525
1976-5525
DOI10.11130/jei.2021.36.2.262

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Abstract This study proposes a new method to evaluate the composition of regional arrangements focused on increasing intraregional trade and economic integration. In contrast to previous studies that take the country composition of these arrangements as given, our method uses a network clustering algorithm adapted from the machine-learning literature to identify, in a data-driven way, those groups of neighboring countries that are most integrated with each other. Using the obtained landscape of regional integration clusters (RICs) as a benchmark, we then apply our method to critically assess the composition of real-world customs unions (CUs). Our results indicate a considerable variation across CUs in terms of their distance to the RICs emerging from the clustering algorithm. This suggests that some CUs are relatively more driven by "natural" economic forces, as opposed to political considerations. Our results also point to several testable hypotheses related to the geopolitical configuration of CUs.
AbstractList This study proposes a new method to evaluate the composition of regional arrangements focused on increasing intraregional trade and economic integration. In contrast to previous studies that take the country composition of these arrangements as given, our method uses a network clustering algorithm adapted from the machine-learning literature to identify, in a data-driven way, those groups of neighboring countries that are most integrated with each other. Using the obtained landscape of regional integration clusters (RICs) as a benchmark, we then apply our method to critically assess the composition of real-world customs unions (CUs). Our results indicate a considerable variation across CUs in terms of their distance to the RICs emerging from the clustering algorithm. This suggests that some CUs are relatively more driven by “natural” economic forces, as opposed to political considerations. Our results also point to several testable hypotheses related to the geopolitical configuration of CUs. KCI Citation Count: 0
This study proposes a new method to evaluate the composition of regional arrangements focused on increasing intraregional trade and economic integration. In contrast to previous studies that take the country composition of these arrangements as given, our method uses a network clustering algorithm adapted from the machine-learning literature to identify, in a data-driven way, those groups of neighboring countries that are most integrated with each other. Using the obtained landscape of regional integration clusters (RICs) as a benchmark, we then apply our method to critically assess the composition of real-world customs unions (CUs). Our results indicate a considerable variation across CUs in terms of their distance to the RICs emerging from the clustering algorithm. This suggests that some CUs are relatively more driven by “natural” economic forces, as opposed to political considerations. Our results also point to several testable hypotheses related to the geopolitical configuration of CUs.
Author Saber, Takfarinas
Naeher, Dominik
De Lombaerde, Philippe
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crossref_primary_10_1111_exsy_13523
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Center for Economic Integration
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SubjectTerms Algorithms
Clustering
Customs Union
Decision making
Machine learning
Regional Integration
Regional Integration; Customs Union
Regions
경제학
Subtitle A Machine-Learning Approach
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