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 in | Journal of Economic Integration Vol. 36; no. 2; pp. 262 - 281 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Seoul
Center for Economic Integration, Sejong University
01.06.2021
Center for Economic Integration Journal of Economic Integration 경제통합연구소 |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1225-651X 1976-5525 1976-5525 |
| DOI | 10.11130/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. |
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| 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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| 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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| Title | Regional Integration Clusters and Optimum Customs Unions |
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