Credit Card Customer Churn Prediction Based on the RST and LS-SVM

被引:0
|
作者
Wang, Ning [1 ]
Niu, Dong-Xiao [1 ]
机构
[1] N China Elect Power Univ, Sch Business Adm, Beijing, Peoples R China
关键词
Credit Card Customer Churn; prediction; RST; LS-SVM; ROUGH SETS MODEL; DECISION TREE;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
The credit card business in the bank possesses high risk and high profit. Flow to control the customer churn of credit card has already become the problem to solve in the urgent need. In order to support the bank to reduce churn rate, we need to predict which customers are high risk of churn and optimize their marketing intervention resource to prevent as many customers as possible from churning. Considering the shortcomings of conventional prediction methods, Rough Set Theory (RST) and Least Squares Support Vector Machine (LS-SVM) is adopted to establish the prediction model of credit card customer churn, which could predict the customer churn efficiently and effectively. Predicting the tendency of customer churn according to LS-SVM will provide a scientific guide for the credit card customer marketing of the bank.
引用
收藏
页码:414 / 418
页数:5
相关论文
共 50 条
  • [31] Phosphorylation prediction for proteins by LS-SVM with string kernel
    Weclawski, Jakub
    Jankowski, Stanislaw
    PHOTONICS APPLICATIONS IN ASTRONOMY, COMMUNICATIONS, INDUSTRY, AND HIGH-ENERGY PHYSICS EXPERIMENTS 2010, 2010, 7745
  • [32] PREDICTING CREDIT CARD CUSTOMER CHURN USING SUPPORT VECTOR MACHINE BASED ON BAYESIAN OPTIMIZATION
    Unlu, Kamil Demirberk
    COMMUNICATIONS FACULTY OF SCIENCES UNIVERSITY OF ANKARA-SERIES A1 MATHEMATICS AND STATISTICS, 2021, 70 (02): : 827 - 836
  • [33] Autocovariance based weighting strategy for time series prediction with weighted LS-SVM
    Majewski, P
    Intelligent Information Processing and Web Mining, Proceedings, 2005, : 446 - 450
  • [34] Handwritten Digit Recognition Based on LS-SVM
    Zhao, Xiaoming
    Zhang, Shiqing
    ADVANCES IN FUTURE COMPUTER AND CONTROL SYSTEMS, VOL 1, 2012, 159 : 483 - +
  • [35] Transmission line icing prediction based on data driven algorithm and LS-SVM
    Huang, Xiaoning, 1600, Automation of Electric Power Systems Press (38):
  • [36] The prediction research of steam reheating temperature in power plants based on LS-SVM
    Liu, Zhenbing
    Jiang, Shujie
    Yang, Huihua
    Pan, Xipen
    MIPPR 2013: PATTERN RECOGNITION AND COMPUTER VISION, 2013, 8919
  • [37] SOC prediction of MH/Ni battery in hybrid vehicle based on LS-SVM
    Chen, J. (jianmeich@163.com), 1600, Central South University of Technology (44):
  • [38] Wastewater Treatment Prediction Based on Chaos-GA Optimized LS-SVM
    Chen Zhi-ming
    Hu Jue
    2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 4013 - 4016
  • [39] Bearing degradation process prediction based on the PCA and optimized LS-SVM model
    Dong, Shaojiang
    Luo, Tianhong
    MEASUREMENT, 2013, 46 (09) : 3143 - 3152
  • [40] PSO based LS-SVM Approach for Fault Prediction of Primary Air Fan
    Yang, Qian
    Yang, Qiang
    Yan, Wenjun
    Wang, Tiankun
    2015 CHINESE AUTOMATION CONGRESS (CAC), 2015, : 75 - 80