Modeling of Contagious Credit Events and Risk Analysis of Credit Portfolios

被引:0
|
作者
Suguru Yamanaka
Masaaki Sugihara
Hidetoshi Nakagawa
机构
[1] University of Tokyo,Graduate School of Information Science and Technology
[2] Hitotsubashi University,Graduate School of International Corporate Strategy
关键词
Credit risk; Rating change; Self-exciting intensity model; State-dependent; Top-down approach;
D O I
10.1007/s10690-011-9141-9
中图分类号
学科分类号
摘要
We present a new model of the occurence of credit events such as rating changes and defaults for risk analyses of some portfolio credit derivatives. The framework of our model is based on a so-called top-down approach. Specifically, we first consider modeling the point process of each type of credit event in the whole economy using a self-exciting intensity process. Next, we characterize the point processes of credit events in the underlying sub-portfolio using random thinning processes specified by the distribution of credit ratings in the sub-portfolio. One of the main features of our model is that the model can capture credit risk contagion simultaneously among several credit portfolios. We present a credit event simulation algorithm based on our model and illustrate an application of the model to risk analyses of loan portfolios.
引用
收藏
页码:43 / 62
页数:19
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