Application of Fourier Inversion Methods to Credit Portfolio Models with Integrated Interest Rate and Credit Spread Risk

نویسنده

  • PETER GRUNDKE
چکیده

Most credit portfolio models currently used by the banking industry rely on Monte Carlo simulations for calculating the probability distribution of the future credit portfolio value, which can be quite computer time consuming. Adding market risk factors, such as stochastic interest rates or credit spreads, as additional ingredients of a credit portfolio model, the computational burden of full Monte Carlo simulations even increases and the need for efficient methods for calculating credit risk measures becomes even more obvious. In this study, based on a version of the well-known credit portfolio model CreditMetrics extended by correlated interest rate and credit spread risk, it is analyzed whether the use of characteristic functions and inverse Fourier transformation can be an efficient tool for calculating risk measures in the context of integrated credit portfolio models. Unfortunately, the characteristic function of the credit portfolio value at the risk horizon can not be calculated in closed-form, but has to be computed by Monte Carlo simulations. However, this method can be much faster than a full Monte Carlo simulation of the future credit portfolio distribution. The accuracy of the method depends on the composition of the portfolio.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

On the Applicability of Fourier Based Methods to Credit Portfolio Models with Integrated Interest Rate and Credit Spread Risk

In this paper it is analyzed whether a Fourier based approach can be an efficient tool for calculating risk measures in the context of a credit portfolio model with integrated market risk factors. For this purpose, this technique is applied to a version of the well-known credit portfolio model CreditMetrics extended by correlated interest rate and credit spread risk. Unfortunately, the characte...

متن کامل

Risk Measurement With Integrated Market and Credit Portfolio Models

This paper studies the effect on economic capital from integrating interest rate and credit spread risk into credit portfolio models. By using fixed forward rates, most credit portfolio models currently employed in the banking industry ignore these risk factors. In contrast to previous studies, this paper accounts for correlated transition risk, credit spread risk, interest rate risk and also r...

متن کامل

The Current Models of Credit Portfolio Management: A Comparative Theoretical Analysis

The present paper aimed at studying the current models of credit portfolio management. There are currently three types of models which consider the risk of credit portfolio: the structural models (Moody's KMV model, and Credit- Metrics model), the intensity models (the actuarial models) and the econometric models (the Macro-factors model). The development of these three types of models is based...

متن کامل

Investigating the missing data effect on credit scoring rule based models: The case of an Iranian bank

Credit risk management is a process in which banks estimate probability of default (PD) for each loan applicant. Data sets of previous loan applicants are built by gathering their data, and these internal data sets are usually completed using external credit bureau’s data and finally used for estimating PD in banks. There is also a continuous interest for bank to use rule based classifiers to b...

متن کامل

Dependence of Default Probability and Recovery Rate in Structural Credit Risk Models: Empirical Evidence from Greece

The main idea of this paper is to study the dependence between the probability of default and the recovery rate on credit portfolio and to seek empirically this relationship. We examine the dependence between PD and RR by theoretical approach. For the empirically methodology, we use the bootstrapped quantile regression and the simultaneous quantile regression. These methods allow to determinate...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2005