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
相关论文
共 50 条
  • [31] An approach to enterprises credit evaluation based on BP neural network
    Sun, QW
    Wu, JX
    Luan, XH
    [J]. FOURTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS: THE INTERNET ERA & THE GLOBAL ENTERPRISE, VOLS 1 AND 2, 2005, : 803 - 808
  • [32] Research on the Enterprises Credit Evaluation based on BP Neural Network
    Luan Xiaohui
    Shang Liwei
    [J]. PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON INNOVATION & MANAGEMENT, VOLS I AND II, 2007, : 1150 - 1154
  • [33] The Credit Risk Evaluation Index System Construction in Commercial Banks Based on BP Neural Network
    Li, Yukun
    Ju, Xiaofeng
    Shao, Haihong
    [J]. FUTURE COMPUTER, COMMUNICATION, CONTROL AND AUTOMATION, 2011, 119 : 383 - 390
  • [34] Study on Credit Risk Measurement of Listed Companies Based on BP-Neural Network Model
    Lin, Qingquan
    Ma, Mengya
    [J]. PROCEEDINGS OF CHINA-CANADA WORKSHOP ON FINANCIAL ENGINEERING AND ENTERPRISE RISK MANAGEMENT 2011, 2011, : 89 - 93
  • [35] The Credit Risk Evaluation Index System Construction in Commercial Banks Based on BP Neural Network
    Li, Yukun
    Ju, Xiaofeng
    [J]. 2011 AASRI CONFERENCE ON INFORMATION TECHNOLOGY AND ECONOMIC DEVELOPMENT (AASRI-ITED 2011), VOL 2, 2011, : 369 - 372
  • [36] Credit risk assessment of small and medium-sized enterprises in supply chain finance based on SVM and BP neural network
    Zhao, Jingfeng
    Li, Bo
    [J]. NEURAL COMPUTING & APPLICATIONS, 2022, 34 (15) : 12467 - 12478
  • [37] Credit risk assessment of small and medium-sized enterprises in supply chain finance based on SVM and BP neural network
    Jingfeng Zhao
    Bo Li
    [J]. Neural Computing and Applications, 2022, 34 : 12467 - 12478
  • [38] Credit Risk Assessment Model of Commercial Banks Based on Fuzzy Neural Network
    Yao, Ping
    Wu, Chong
    Yao, Minghui
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 1, PROCEEDINGS, 2009, 5551 : 976 - +
  • [39] Research on Credit Risk Evaluation for Small and Medium-sized Enterprises in Supply Chain Based on BP Neural Network
    Zhang, Xiaoping
    Chen, Chen
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING, 2015, 17 : 213 - 217
  • [40] RETRACTED: An Application of the Combination of Principal Component Analysis and BP Neural Network to Credit Assessment in the Commercial Banks (Retracted Article)
    Li Bo
    Xu Congwei
    [J]. 2009 INTERNATIONAL FORUM ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 1, PROCEEDINGS, 2009, : 426 - +