中国金融机构风险关联性: 基于 DBN-LGCNET 多层网络的计量研究

Translated title of the contribution: Risk Correlation of Chinese Financial Institutions: An Econometric Study Based on DBN-LGCNET Multilayer Network

任晓航, 付晨佳, 周玲*, 杨晓光, 卢祖帝

*Corresponding author for this work

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

2 Citations (Scopus)

Abstract

The structure of the financial system is constantly changing under the impact of the macro environment, and risk spillover is the key to analyze systemic risk. In order to break through the dimension limitation and model specification of traditional parametric models, this paper proposes a semiparametric method, Dynamic Bayesian-Local Gaussian Correlation Network (DBN-LGCNET) to measure the time-varying nonlinear correlation between the general and tail risks. The model is applied to the data of 65 listed financial institutions in China’s A-share market, and the results show that: 1) There are obvious tail risk spillovers in the financial system. 2) Risk spillover in the financial industry display heterogeneity, with the source of general risk propagation mainly in the banking sector and the source of tail risk propagation mainly in the securities sector. 3) Risks propagate dynamically among financial institutions, state-owned banks demonstrate a consistent capacity to absorb risk spillovers, whereas small and medium-sized banks show a lesser ability to cope with extreme events. 4) After an extreme event, the impact of the banking industry in the general correlation network is enhanced and the impact of the securities industry is weakened. Links between financial institutions in the tail correlation network are strengthened, especially insurance institutions.
Translated title of the contributionRisk Correlation of Chinese Financial Institutions: An Econometric Study Based on DBN-LGCNET Multilayer Network
Original languageChinese (Simplified)
Pages (from-to)148-170
Number of pages23
Journal计量经济学报
Volume5
Issue number1
Online published23 Jan 2025
DOIs
Publication statusPublished - Jan 2025

Research Keywords

  • 风险溢出
  • 局部高斯相关
  • 半参数方法
  • 多层网络
  • risk spillover
  • local Gaussian correlation
  • semiparametric method
  • multilayer network

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