“…Previous studies based on complex network theory have focused mainly on the structural characteristics and evolution patterns of the trade network from many aspects, such as detecting trade communities formed by some countries with tight trade relationships [26] , [27] , [28] , analyzing the structure of the core and periphery [29] , evaluating the centrality of countries [25] , [30] , identifying the relationships between the centrality of countries and other country characteristics [30] , [31] , estimating or predicting trade flows in the trade network [32] , [33] , [34] , revealing the impact factors of trade network formation [27] , [29] , investigating changes in structural characteristics during the evolution [35] , [36] , exploring risk transmission in the trade network [37] , [38] , and identifying the robustness of the trade network [39] , [40] .…”