Assessment of Financial Systemic Crisis on a Causal and Reliable Perspective

被引:0
作者
Wang, Yafei [1 ]
Zhou, Zhengming [2 ]
Cao, Xiao [3 ]
机构
[1] Shanghai Univ Finance & Econ, Sch Informat Management & Engn, Shanghai 200433, Peoples R China
[2] Bank Commun, Financial Technol Dept, Postdoctoral Res Stn, Shanghai 200000, Peoples R China
[3] Shanghai Univ Finance & Econ, Sch Finance, Shanghai 200433, Peoples R China
关键词
Financial crisis; system state; systemic risk prediction; Bayesian network; Markov process; RISK; NETWORKS; MODELS;
D O I
10.1142/S0219622023500475
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In financial network models, to assess systemic risk, a general understanding and prediction of precisely how a single financial institution is associated with systemic risk from the network perspective remains lacking. This paper proposes a framework for predicting and assessing system crises through inferring the cause-effect relationships between financial institutions and system state, which is structured in three steps: the assessment stage for system state based on the mean-variance framework, the prediction stage based on a Bayesian network and the reliability stage based on the Markov process. By applying them to monthly returns of financial institutions, it implies the need to pay attention to insurance and Broker sectors while regulating the banking system on the Bayesian network theory. Moreover, we find that the measure contains predictive power both during tranquil periods and during financial crisis periods. The results can be applied to derive interventions in financial crisis management with regard to systemic risk prediction and system state reliability.
引用
收藏
页数:27
相关论文
共 39 条
  • [1] Nonlinearity in the causality and systemic risk spillover between the OPEC oil and GCC equity markets: a pre- and post-financial crisis analysis
    Abakah, Emmanuel Joel Aikins
    Tiwari, Aviral Kumar
    Alagidede, Imhotep Paul
    Hammoudeh, Shawkat
    [J]. EMPIRICAL ECONOMICS, 2023, 65 (03) : 1027 - 1103
  • [2] Systemic Risk and Stability in Financial Networks
    Acemoglu, Daron
    Ozdaglar, Asuman
    Tahbaz-Salehi, Alireza
    [J]. AMERICAN ECONOMIC REVIEW, 2015, 105 (02) : 564 - 608
  • [3] Measuring Systemic Risk
    Acharya, Viral V.
    Pedersen, Lasse H.
    Philippon, Thomas
    Richardson, Matthew
    [J]. REVIEW OF FINANCIAL STUDIES, 2017, 30 (01) : 2 - 47
  • [4] Almond R. G., 1995, GRAPH MODELS
  • [5] [Anonymous], 1962, DYNAMIC PROGRAMMING
  • [6] Balaji PG, 2010, STUD COMPUT INTELL, V310, P1
  • [7] Pathways towards instability in financial networks
    Bardoscia, Marco
    Battiston, Stefano
    Caccioli, Fabio
    Caldarelli, Guido
    [J]. NATURE COMMUNICATIONS, 2017, 8
  • [8] Econometric measures of connectedness and systemic risk in the finance and insurance sectors
    Billio, Monica
    Getmansky, Mila
    Lo, Andrew W.
    Pelizzon, Loriana
    [J]. JOURNAL OF FINANCIAL ECONOMICS, 2012, 104 (03) : 535 - 559
  • [9] Brunetti C., 2015, FINANCIAL EC, V133, P520, DOI [10.17016/feds.2015.090, DOI 10.17016/FEDS.2015.090]
  • [10] Casella G., 2021, Statistical Inference