Title :
Establish Credit Rating System and Apply Back-Propagation Network for Forecasting Insurance Companies
Author :
Shyu, David ; Chang, Chia-Chien ; Chi, Tsung-Li
Author_Institution :
Dept. of Finance, Nat. Sun Yat-sen Univ., Yat-sen
Abstract :
Based on published financial data from property-liability insurance companies, the factor analysis was adopted in this paper to screen important variables to establish credit rating perspectives. In addition, the concept of normal distribution was used to establish objective and scientific credit rating model that match the conditions of property-liability insurance companies in Taiwan. Through proper categorization and evaluation standards, the complicated financial and business status of property-liability Insurance companies was expressed in a simple manner to let consumers, investors, and others understand insurance companies´ operation conditions. Also the supervisory institution could take the results as the reference index for supervisory organization systems. Furthermore, the back-propagation network (BPN) was adopted to establish predictive models for forecasting accurate rate, making the guidelines for supervisory organizations to conduct supervisory actions.
Keywords :
backpropagation; economic forecasting; insurance data processing; Taiwan; backpropagation network; credit rating system; factor analysis; financial data; normal distribution; predictive models; property-liability insurance companies; reference index; supervisory institution; supervisory organization systems; Bonding; Companies; Conference management; Finance; Information management; Innovation management; Insurance; Knowledge management; Predictive models; Technology forecasting;
Conference_Titel :
Innovative Computing Information and Control, 2008. ICICIC '08. 3rd International Conference on
Conference_Location :
Dalian, Liaoning
Print_ISBN :
978-0-7695-3161-8
Electronic_ISBN :
978-0-7695-3161-8
DOI :
10.1109/ICICIC.2008.256