An Optimal Transport approach to model the community structure of the International Trade Network

IF 2.4 2区 社会学 Q1 ANTHROPOLOGY Social Networks Pub Date : 2025-07-01 Epub Date: 2025-04-10 DOI:10.1016/j.socnet.2025.03.008
Rossana Mastrandrea , Paolo Pagnottoni , Nicolò Pecora , Alessandro Spelta
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Abstract

This paper introduces a novel framework to analyze the community structure of the International Trade Network by integrating Optimal Transport theory with a gravity-based null model. Unlike traditional modularity approaches, our method accounts for socio-economic constraints and assesses the extent to which residual heterogeneity shapes the community structure. This allows for a more economically grounded and policy-relevant analysis, enabling scenario simulations of economic shocks, trade disruptions, and policy changes. Empirical results show that while our approach aligns with standard modularity methods in stable periods, it outperforms them during crises, capturing deeper economic and financial dynamics. Notably, our findings reveal that the degree of financial development of countries plays a critical role in shaping the emerging partitions.
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国际贸易网络群体结构模型的优化运输方法
将最优运输理论与基于重力的零模型相结合,提出了一种分析国际贸易网络社区结构的新框架。与传统的模块化方法不同,我们的方法考虑了社会经济约束,并评估了剩余异质性对社区结构的影响程度。这样就可以进行更具经济基础和与政策相关的分析,从而实现对经济冲击、贸易中断和政策变化的情景模拟。实证结果表明,虽然我们的方法在稳定时期与标准模块化方法一致,但在危机期间,它的表现优于标准模块化方法,能够捕捉到更深层次的经济和金融动态。值得注意的是,我们的研究结果表明,各国的金融发展程度在形成新兴分区方面起着关键作用。
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来源期刊
Social Networks
Social Networks Multiple-
CiteScore
5.90
自引率
12.90%
发文量
118
期刊介绍: Social Networks is an interdisciplinary and international quarterly. It provides a common forum for representatives of anthropology, sociology, history, social psychology, political science, human geography, biology, economics, communications science and other disciplines who share an interest in the study of the empirical structure of social relations and associations that may be expressed in network form. It publishes both theoretical and substantive papers. Critical reviews of major theoretical or methodological approaches using the notion of networks in the analysis of social behaviour are also included, as are reviews of recent books dealing with social networks and social structure.
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