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

被引:0
作者
Mastrandrea, Rossana [1 ]
Pagnottoni, Paolo [2 ]
Pecora, Nicolo [3 ]
Spelta, Alessandro [4 ]
机构
[1] IMT Sch Adv Studies, Piazza S Francesco 19, I-55100 Lucca, Italy
[2] Univ Insubria, Dept Econ, Via Monte Generoso 71, I-21100 Varese, Italy
[3] Catholic Univ, Dept Econ & Social Sci, Via E Parmense 84, I-29122 Piacenza, Italy
[4] Univ Pavia, Dept Econ & Management, Via S Felice 5, I-27100 Pavia, Italy
关键词
International Trade Network; Optimal Transport; Modularity; Gravity model; GRAVITY; MODULARITY;
D O I
10.1016/j.socnet.2025.03.008
中图分类号
Q98 [人类学];
学科分类号
030303 ;
摘要
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.
引用
收藏
页码:111 / 133
页数:23
相关论文
共 88 条
  • [1] Deciphering Network Community Structure by Surprise
    Aldecoa, Rodrigo
    Marin, Ignacio
    [J]. PLOS ONE, 2011, 6 (09):
  • [2] Predicting Regional Self-Identification from Spatial Network Models
    Almquist, Zack W.
    Butts, Carter T.
    [J]. GEOGRAPHICAL ANALYSIS, 2015, 47 (01) : 50 - 72
  • [3] GEPPML: General equilibrium analysis with PPML
    Anderson, James E.
    Larch, Mario
    Yotov, Yoto V.
    [J]. WORLD ECONOMY, 2018, 41 (10) : 2750 - 2782
  • [4] Gravity with gravitas: A solution to the border puzzle
    Anderson, JE
    van Wincoop, E
    [J]. AMERICAN ECONOMIC REVIEW, 2003, 93 (01) : 170 - 192
  • [5] ANDERSON JE, 1979, AM ECON REV, V69, P106
  • [6] [Anonymous], 2007, J. Econom. Interact. Coordinat, DOI DOI 10.1007/S11403-007-0026-Y
  • [7] [Anonymous], 1979, Laboratory for Information and Decision Systems Working Paper
  • [8] Baldwin R., 2006, NBER Working Papers no. 12516
  • [9] Identifying the community structure of the international-trade multi-network
    Barigozzi, Matteo
    Fagiolo, Giorgio
    Mangioni, Giuseppe
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2011, 390 (11) : 2051 - 2066
  • [10] Financial development and international trade - Is there a link?
    Beck, T
    [J]. JOURNAL OF INTERNATIONAL ECONOMICS, 2002, 57 (01) : 107 - 131