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違約戶稀少時之估計條件違約機率 / Estimating Conditional PD when Defaults Number is Small

新版巴賽爾資本協定的內部評等法中,銀行可自行對借貸戶進行評分,並且根據
評分估算信用風險以提領準備金,因此估算借貸戶評分分數的違約機率(PD)是相當
重要的一環。過去估算違約機率的研究中,大多假定評分分數為離散型式,本文針對
評分分數為連續形式時,提出一種利用曲線函數來配適估計模型。估計模型是使用伽
瑪的截尾分配去配適ROC曲線函數,再利用此ROC曲線函數來估計各評分分數下的
違約機率P(D|S),在伽瑪分配中的兩參數則是用兩階段的方法求解。本文所提的估
計方法並無假設評分分數的分配,因此在數值方法中使用不同的分配、參數設定、違
約機率等,來驗證此方法的準確度與穩定度,並且與Van der Burgt (2008)、Tasche(2009)的估計方法比較。 / By the internal rating-based approach of Basel II, banks estimate borrowers' default risks to withdraw reserves independently. Hence, estimating default probability (PD) of borrowers is important. Most of previous studies estimating PD assume that evaluation scores are discrete, In this study, we use curve function to t estimation model in the condition that the evaluation scores are continuous
. We use truncated gamma distribution to t ROC curve function. And we use the ROC curve function to estimate PD of dierent scores. And use two-step method to nd the value of two parameters in gamma distribution. The estimation method in this study doesn't assume the distribution of estimation scores,so we use dierent distributions, parameters, and default probabilities to test the
accuracy and stability of this method. In the end, we also compare our methods with Van der Burgt (2008) and Tasche (2009)' methods.

Identiferoai:union.ndltd.org:CHENGCHI/G0097354002
Creators唐延新, Tang,yan hsin
Publisher國立政治大學
Source SetsNational Chengchi University Libraries
Language中文
Detected LanguageEnglish
Typetext
RightsCopyright © nccu library on behalf of the copyright holders

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