The credit risk assessment of P2P lending based on BP neural network

被引:0
作者
Zang, DunGang [1 ]
Qi, MngYu [2 ]
Fu, YanMing [3 ]
机构
[1] Sichuan Agr Univ, Coll Econ & Management, Chengdu, Peoples R China
[2] Univ Sci & Technol China, Coll Software, Hefei, Peoples R China
[3] Guangxi Univ, Sch Comp Elect & Informat, Nanning, Peoples R China
来源
INDUSTRIAL ENGINEERING AND MANAGEMENT SCIENCE | 2015年
关键词
P2P lending; credit risk assessment; BP neural network; principal component analysis;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
P2P lending is a new type of financial model under current Internet financial circumstance. The evaluation of P2P Internet loan has tremendous meaning since its credit risk is the leading factor of Internet finance stability. According to the characteristics of P2P loan, BP neural network model was introduced to evaluate the risk of credits quantitatively. We build an empirical model with the lending club data. Given the experimental result, P2P Internet loan credit risks are primarily determined by several key attributes. In addition, BP neural network method offers an evaluation result with 78.6% accuracy rate (type one falsification rate 4.8% while type two falsification rate 16.6% respectively), which indicates that risk evaluation method has a predominant performance.
引用
收藏
页码:91 / 94
页数:4
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