Identification of credit risk of personal loan in commercial bank based on SVM

被引:2
作者
Zhang Zenglian [1 ]
Chen Xuesong [1 ]
机构
[1] Univ Sci & Technol Beijing, Dongling Sch Econ & Management, Beijing 100083, Peoples R China
来源
MECHANICAL ENGINEERING, MATERIALS AND ENERGY II | 2013年 / 281卷
关键词
Commercial bank; Personal loan; Credit risk evaluation; SVM;
D O I
10.4028/www.scientific.net/AMM.281.682
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Guard against financial risks, reduce bad loans, increase the ability to identity risk of commercial banks, the key is risk warning. In view of the increasing proportion of personal loans in banking business, it is particularly important to warning personal loans credit risk. Commercial bank lending itself is a complex nonlinear system, using general linear theory is difficult to objectively reflect the laws of this, this paper uses SVM(support vactor machine). Personal loan credit index first constructed, and then use SVM to identify risk. Results showed that SVM plays an important role in identifying risk in personal loans.
引用
收藏
页码:682 / 687
页数:6
相关论文
共 8 条
[1]  
Altman E.I., 1977, Journal of Banking and Finance, V1, P29, DOI DOI 10.1016/0378-4266(77)90017-6
[2]   CORPORATE DISTRESS DIAGNOSIS - COMPARISONS USING LINEAR DISCRIMINANT-ANALYSIS AND NEURAL NETWORKS (THE ITALIAN EXPERIENCE) [J].
ALTMAN, EI ;
MARCO, G ;
VARETTO, F .
JOURNAL OF BANKING & FINANCE, 1994, 18 (03) :505-529
[3]  
Chunhui Tan, 2010, INFORM SYSTEM ENG
[4]  
Dan MC., 2000, J BANKING FINANCE, V24, P59
[5]  
Hua Zhang, 2008, FINANCIAL DEV
[6]  
Martin D., 1977, J BANK FINANC, V1, P249, DOI [10.1016/0378-4266(77)90022-X, DOI 10.1016/0378-4266(77)90022-X]
[7]   FINANCIAL RATIOS AND THE PROBABILISTIC PREDICTION OF BANKRUPTCY [J].
OHLSON, JA .
JOURNAL OF ACCOUNTING RESEARCH, 1980, 18 (01) :109-131
[8]  
Tian Chunyan, 2006, MANAGEMENT