Global sensitivity analysis of credit risk portfolios

被引:0
|
作者
Baur, D [1 ]
Cariboni, J [1 ]
Campolongo, F [1 ]
机构
[1] Commiss European Communities, Joint Res Ctr, Ispra, Italy
关键词
credit risk model; latent factor model; uncertainty analysis; global sensitivity analysis;
D O I
暂无
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper proposes the use of global sensitivity analysis to evaluate latent factor credit risk models. Our claim is that this type of sensitivity analysis is superior to a local approach in providing the risk modeler with a broader picture of the risk contributions of the key elements to a credit risk model. The main finding is that default probabilities and the correlation of the latent variables are considerably more important than the multivariate distribution and hence the copula of the latent variables.
引用
收藏
页码:77 / 84
页数:8
相关论文
共 50 条
  • [1] Modeling of Contagious Credit Events and Risk Analysis of Credit Portfolios
    Yamanaka, Suguru
    Sugihara, Masaaki
    Nakagawa, Hidetoshi
    ASIA-PACIFIC FINANCIAL MARKETS, 2012, 19 (01) : 43 - 62
  • [2] Modeling of Contagious Credit Events and Risk Analysis of Credit Portfolios
    Suguru Yamanaka
    Masaaki Sugihara
    Hidetoshi Nakagawa
    Asia-Pacific Financial Markets, 2012, 19 (1) : 43 - 62
  • [3] Credit risk analysis for developing country bond portfolios
    Dym, S
    JOURNAL OF PORTFOLIO MANAGEMENT, 1997, 23 (02): : 99 - +
  • [4] Comparative analysis of credit risk models for loan portfolios
    Han, Chulwoo
    JOURNAL OF RISK MODEL VALIDATION, 2014, 8 (02): : 3 - 22
  • [5] Simulating Risk Contributions of Credit Portfolios
    Liu, Guangwu
    OPERATIONS RESEARCH, 2015, 63 (01) : 104 - 121
  • [6] Credit risk in private debt portfolios
    Carey, M
    JOURNAL OF FINANCE, 1998, 53 (04): : 1363 - 1387
  • [7] Risk management in credit risk portfolios with correlated assets
    Bäuerle, N
    INSURANCE MATHEMATICS & ECONOMICS, 2002, 30 (02): : 187 - 198
  • [8] Comparison results for exchangeable credit risk portfolios
    Cousin, Areski
    Laurent, Jean-Paul
    INSURANCE MATHEMATICS & ECONOMICS, 2008, 42 (03): : 1118 - 1127
  • [9] Systematic credit risk in securitised mortgage portfolios
    Lee, Yongwoong
    Roesch, Daniel
    Scheule, Harald
    JOURNAL OF BANKING & FINANCE, 2021, 122
  • [10] Estimation of risk measures for large credit portfolios
    Hauptmann, Johannes
    Olivares, Pablo
    Zagst, Rudi
    JOURNAL OF CREDIT RISK, 2014, 10 (02): : 3 - 37