Consumer credit scoring using an artificial immune system algorithm

被引:8
|
作者
Leung, Kevin [1 ]
Cheong, France [1 ]
Cheong, Christopher [1 ]
机构
[1] RMIT Univ, Sch Business IT, Melbourne, Vic, Australia
关键词
D O I
10.1109/CEC.2007.4424908
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Credit scoring has become a very important task in the credit industry and its use has increased at a phenomenal speed through the mass issue of credit cards since the 1960s. This paper compares the performance of current classifiers against an artificial intelligence technique based on the natural immune system, named simple artificial immune system (SAIS). Experiments were performed on three benchmark credit datasets and SAIS was found to be a very competitive classifier.
引用
收藏
页码:3377 / 3384
页数:8
相关论文
共 50 条
  • [1] An artificial immune network classification algorithm for credit scoring
    Deng, Zelin
    Huye, Bowen
    He, Pei
    Li, Yilin
    Li, Ping
    Journal of Information and Computational Science, 2015, 12 (11): : 4263 - 4270
  • [2] Credit Scoring using Artificial Immune System Algorithms: A Comparative Study
    Bhaduri, Antariksha
    2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, : 1539 - 1542
  • [3] An Artificial Immune System for Extracting Fuzzy Rules in Credit Scoring
    Kamalloo, Ehsan
    Abadeh, Mohammad Saniee
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [4] An artificial immune classifier for credit scoring analysis
    Chang, Shiow-Yun
    Yeh, Tsung-Yuan
    APPLIED SOFT COMPUTING, 2012, 12 (02) : 611 - 618
  • [5] CONSUMER CREDIT SCORING
    Constangioara, Alexandru
    ROMANIAN JOURNAL OF ECONOMIC FORECASTING, 2011, 14 (03): : 162 - 177
  • [6] Artificial Neural Networks with Gradient Learning Algorithm for Credit Scoring
    Soydaner, Derya
    Kocadagli, Ozan
    ISTANBUL UNIVERSITY JOURNAL OF THE SCHOOL OF BUSINESS, 2015, 44 (02): : 3 - 12
  • [7] Credit Scoring to Classify Consumer Loan Using Machine Learning
    Natasha, Azaria
    Prastyo, Dedy Dwi
    Suhartono
    2ND INTERNATIONAL CONFERENCE ON SCIENCE, MATHEMATICS, ENVIRONMENT, AND EDUCATION, 2019, 2019, 2194
  • [8] The impact of credit scoring on consumer lending
    Einav, Liran
    Jenkins, Mark
    Levin, Jonathan
    RAND JOURNAL OF ECONOMICS, 2013, 44 (02): : 249 - 274
  • [9] Multinomial model in consumer credit scoring
    Sarlija, N
    Bensic, M
    Bohacek, Z
    PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON OPERATIONAL RESEARCH - KOI 2004, 2005, : 193 - 202
  • [10] Implementation of Clustering Algorithm Using Artificial Immune System
    Li Lan
    Rong Qiao-mei
    FIRST INTERNATIONAL WORKSHOP ON DATABASE TECHNOLOGY AND APPLICATIONS, PROCEEDINGS, 2009, : 275 - 278