Title :
Chance Discovery in Credit Risk Management; Estimation of Chain Reaction Bankruptcy Structure by Chance Discovery Method
Author :
Goda, Shinichi ; Ohsawa, Yukio
Author_Institution :
Mitsubishi UFJ Factors, Ltd., Tokyo
Abstract :
Credit risk management based on portfolio theory becomes popular in recent Japanese financial industry. But consideration and modeling of chain reaction bankruptcy effect in credit portfolio analysis leave much room for improvement even though the importance of the effect is recognized among credit analysis experts. That is partly because method for grasping relations among companies with limited data is underdeveloped. In this article, chance discovery method is applied to estimate structure of industrial relations that are to include companies´ relations that transmit chain reaction of bankruptcy. The steps for the data analysis is introduced and result of example analysis with Japanese default events data of 2005 is presented.
Keywords :
credit transactions; data analysis; financial data processing; risk management; Japanese financial industry; chain reaction bankruptcy structure; chance discovery method; credit analysis experts; credit risk management; data analysis; portfolio theory; Analytical models; Companies; Cybernetics; Data analysis; Decision making; Industrial relations; Portfolios; Risk analysis; Risk management; Security;
Conference_Titel :
Systems, Man and Cybernetics, 2006. SMC '06. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
1-4244-0099-6
Electronic_ISBN :
1-4244-0100-3
DOI :
10.1109/ICSMC.2006.385175