Big data analysis on global community formation and isolation: sustainability and flow of commodities, money, and humans
Intro -- Preface -- Contents -- Contributors -- Global Production and Domestic Divides -- 1 Introduction -- 2 Flows of Goods, Money, and People -- 3 Community Formation and Isolation -- 4 Outline of This Book -- 5 Conclusions -- References -- Part I Commodity Flow -- Is Firm-Level International Trade More Pronounced at the Inter-industry or Intra-industry Level? -- 1 Introduction -- 1.1 Background -- 1.2 Research Goal -- 2 Methodology of Network Analysis -- 2.1 Bow-Tie Analysis -- 2.2 Community Detection by Maximizing Modularity -- 2.3 Community Detection by Minimizing Map Equation -- 2.4 Over-Expression Analysis -- 3 Data -- 3.1 Multi-regional Input-Output Data -- 3.2 Global Supplier-Customer Relationship Data -- 3.3 Pros and Cons of the Data -- 4 Industry Sector-Specific International Trade Network Analysis -- 4.1 Community Structure of International Trade Network -- 4.2 Linked Communities of International Trade Network -- 5 Firm-Level Global Production Network Analysis -- 5.1 Node-Level Characteristics of Global Production Network -- 5.2 Bow-Tie Structure of Global Production Network -- 5.3 Community Structure of Global Production Network -- 5.4 Over-Expression Characteristics -- 6 Conclusion -- References -- Multilayer Network Approach to Dynamics of Japanese Interfirm Transaction Relations -- 1 Introduction -- 2 Interfirm Transaction Data -- 3 Methods -- 3.1 Bow-Tie Decomposition -- 3.2 Community Detection -- 3.3 Visualization of Networks -- 4 Lifetime of Transaction Relations -- 5 From Nodes to Links -- 6 Multilayer Network Approach -- 6.1 Construction of a Multilayer Network -- 6.2 Determination of Interlayer Weight -- 6.3 Evolution of Communities -- 6.4 Overlapping Communities -- 6.5 Characterization of Communities -- 7 Conclusion -- References -- Supplier-Customer Network of Kyoto's Traditional Craft Industry -- 1 Introduction.