Structure of international trade hypergraphs

被引:3
作者
Yi, Sudo [1 ]
Lee, Deok-Sun [1 ,2 ]
机构
[1] Korea Inst Adv Study, Sch Computat Sci, Seoul 02455, South Korea
[2] Korea Inst Adv Study, Ctr AI & Nat Sci, Seoul 02455, South Korea
来源
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT | 2022年 / 2022卷 / 10期
基金
新加坡国家研究基金会;
关键词
financial networks; network reconstruction; random graphs; networks; socio-economic networks; STATISTICAL-MECHANICS; NETWORKS; INTERNET; LAW;
D O I
10.1088/1742-5468/ac946f
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
We study the structure of the international trade hypergraph consisting of triangular hyperedges representing the exporter-importer-product relationship. Measuring the mean hyperdegree of the adjacent vertices, we first find its behaviors different from those in the pairwise networks and explain the origin by tracing the relation between the hyperdegree and the pairwise degree. To interpret the observed hyperdegree correlation properties in the context of trade strategies, we decompose the correlation into two components by identifying one with the background correlation remnant even in the exponential random hypergraphs preserving the given empirical hyperdegree sequence. The other component characterizes the net correlation and reveals the bias of the exporters of low hyperdegree towards the importers of high hyperdegree and the products of low hyperdegree, which information is not readily accessible in the pairwise networks. Our study demonstrates the power of the hypergraph approach in the study of real-world complex systems and offers a theoretical framework.
引用
收藏
页数:25
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