Knowledge Management System of Institutes of Science and Development ,CAS
Support vector machines approach to credit assessment | |
Li, JP; Liu, JL; Xu, WX; Shi, Y | |
发表期刊 | COMPUTATIONAL SCIENCE - ICCS 2004, PROCEEDINGS |
关键词 | Credit Assessment Classification Support Vector Machines |
摘要 | Credit assessment has attracted lots of researchers in financial and banking industry. Recent studies have shown that Artificial Intelligence (AI) methods are competitive to statistical methods for credit assessment. This article applies support vector machines (SVM), a relatively new machine learning technique, to the credit assessment problem for better explanatory power. The structure of SVM has many computation advantages, such as special direction at a finite sample and irrelevance between the complexity of algorithm and the sample dimension. A real credit card data experiment shows that SVM method has outstanding assessment ability. Compared with the methods that are currently used by a major Chinese bank, the SVM method has a great potential superiority in predicting accuracy. |
2004 | |
卷号 | 3039页码:8,892-899 |
ISSN | 0302-9743 |
学科领域 | Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000223079700115 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.casisd.cn/handle/190111/5147 |
专题 | 中国科学院科技政策与管理科学研究所(1985年6月-2015年12月) |
推荐引用方式 GB/T 7714 | Li, JP,Liu, JL,Xu, WX,et al. Support vector machines approach to credit assessment[J]. COMPUTATIONAL SCIENCE - ICCS 2004, PROCEEDINGS,2004,3039:8,892-899. |
APA | Li, JP,Liu, JL,Xu, WX,&Shi, Y.(2004).Support vector machines approach to credit assessment.COMPUTATIONAL SCIENCE - ICCS 2004, PROCEEDINGS,3039,8,892-899. |
MLA | Li, JP,et al."Support vector machines approach to credit assessment".COMPUTATIONAL SCIENCE - ICCS 2004, PROCEEDINGS 3039(2004):8,892-899. |
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