Title :
Chance Discovery in Credit Risk Management
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; data mining; financial data processing; risk analysis; Japanese financial industry; chain reaction bankruptcy structure; chance discovery; credit portfolio analysis; credit risk management; data analysis; industrial relations; portfolio theory; Companies; Data analysis; Grasping; Industrial relations; Motion measurement; Portfolios; Risk analysis; Risk management; Security; Statistical analysis;
Conference_Titel :
Data Mining Workshops, 2006. ICDM Workshops 2006. Sixth IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2702-7
DOI :
10.1109/ICDMW.2006.40