4.7 Article

Multilayer Financial Complex Networks and Their Applications

期刊

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCSI.2022.3187694

关键词

Couplings; Complex networks; Biological system modeling; Banking; Entropy; Analytical models; Urban areas; Financial networks; maximum entropy approach; multi-layer networks; risk contagion; spillover effects

资金

  1. National Natural Science Foundation of China [62141604, 61621003]

向作者/读者索取更多资源

In the context of global integration, the theory of financial complex networks has made significant contributions to the establishment of stable financial systems and effective regulatory systems. This survey paper presents a systematic methodology for the multi-layer financial complex networks and their applications. It summarizes several typical financial networks in existing research and identifies financial risk contagion and spillover effects as the core issues that most literature focuses on. Finally, it reviews the shortcomings of the existing literature and suggests future research directions in this area.
In the context of global integration, the theory of financial complex networks has made significant contributions to the establishment of stable financial systems and effective regulatory systems. This survey paper presents a systematic methodology for the multi-layer financial complex networks and their applications. Several typical financial networks in existing research are first summarized: the interbank network, the credit network, the international trade network, and the dealer network. The main methods used in the existing literature to analyze the structure of financial networks include maximum entropy methods, network characterization, community detection, and dynamic multi-layer network. Financial risk contagion as well as spillover effects are the core issues that most of the literature focuses on. Finally, this paper reviews the shortcomings of the existing literature and suggests future research directions in this area.

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