Personal credit scoring based on Logistic and RBF combined model

被引:0
|
作者
Jiang, Ming-Hui [1 ]
Xie, Xing-Heng [2 ]
Wang, Shu-Lin [1 ]
Wen, Xiao [3 ]
机构
[1] School of Management, Harbin Institute of Technology, Harbin 150001, China
[2] Ningbo University of Technology, Ningbo 315016, China
[3] Institute of Interational Studies, School of Humanities and Social Sciences, Tsinghua University, Beijing 100084, China
关键词
Combined forecasting - Logistic regression - Personal credit scoring;
D O I
暂无
中图分类号
学科分类号
摘要
Aiming at the insufficiencies of single models in personal credit scoring, this paper presents a method for personal credit scoring by using combining forecast. Based on the advantages of single method, this paper chose typical Logistic regression and RBF neural network to construct two single models and then constructed a combining forecast model. Using the constructed models to classify the consumer credit data from one commercial bank, the application result indicates that the combining forecast model increases the accuracy effectively as well as model's stability which presents more applicable for commercial banks to keep away from consumer credit risks.
引用
收藏
页码:1128 / 1130
相关论文
共 50 条
  • [1] Personal credit scoring method based on logistic and RBF weighted combining model
    Jiang, Minghui
    Xie, Xingheng
    Fifth Wuhan International Conference on E-Business, Vols 1-3: INTEGRATION AND INNOVATION THROUGH MEASUREMENT AND MANAGEMENT, 2006, : 1495 - 1499
  • [2] Combining forecasts of personal credit scoring based on RBF neural network
    Chen Yufang
    Jiang Minghui
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 4, 2007, : 250 - +
  • [3] A credit scoring model based on logistic regression and RONSA
    Tu, Xiang
    Yang, Qifeng
    Song, Ping
    Zheng, Minghui
    Shen, Jinan
    Yang, Xingzhong
    Sichuan Daxue Xuebao (Gongcheng Kexue Ban)/Journal of Sichuan University (Engineering Science Edition), 2014, 46 (06): : 19 - 24
  • [4] A Combined Credit Scoring Model Based on Posterior Probability SVM and Logistic Regression for Residential Loans
    Wang Shulin
    Yin Shuang
    Jiang Minghui
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON CONSTRUCTION & REAL ESTATE MANAGEMENT, VOLS 1 AND 2, 2008, : 1296 - 1299
  • [5] A CREDIT SCORING MODEL FOR PERSONAL LOANS
    STEENACKERS, A
    GOOVAERTS, MJ
    INSURANCE MATHEMATICS & ECONOMICS, 1989, 8 (01): : 31 - 34
  • [6] Personal credit scoring model based on SVM optimized by GA
    Jiang Minghui
    Yuan Xuchuan
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 5, 2007, : 731 - +
  • [7] Combining forecast model based on GA for personal credit scoring
    Jiang Minghui
    Yuan Xuchuan
    GLOBALIZATION CHALLENGE AND MANAGEMENT TRANSFORMATION, VOLS I - III, 2007, : 667 - 671
  • [8] Combining forecast model based on PSO for personal credit scoring
    Jiang, Minghui
    Yzian, Xuchuan
    SIXTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS 1-4: MANAGEMENT CHALLENGES IN A GLOBAL WORLD, 2007, : 1852 - 1857
  • [9] Technology credit scoring model with fuzzy logistic regression
    Sohn, So Young
    Kim, Dong Ha
    Yoon, Jin Hee
    APPLIED SOFT COMPUTING, 2016, 43 : 150 - 158
  • [10] An ensemble credit scoring model based on logistic regression with heterogeneous balancing and weighting effects
    Runchi, Zhang
    Liguo, Xue
    Qin, Wang
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 212