The impact of payment delays on bankruptcy prediction A comparative analysis of variables selection models and neural networks

被引:0
作者
Azayite, Fatima Zahra [1 ]
Achchab, Said [1 ]
机构
[1] Mohammed V Univ Rabat, Natl Sch Comp Sci & Syst Anal, Rabat, Morocco
来源
PROCEEDINGS OF 2017 3RD INTERNATIONAL CONFERENCE OF CLOUD COMPUTING TECHNOLOGIES AND APPLICATIONS (CLOUDTECH) | 2017年
关键词
Neural network; variable selection model; bankruptcy; prediction;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Predicting bankruptcy is important in companies' management and relates to firm's survival and development. The discriminant variables that can be selected to predict firm health influence significantly the accuracy of the models especially if we have missing data. We studied the impact of customers and suppliers payment delays to bankruptcy prediction by analyzing the relationship between neural network models and variables selection techniques (MDA, LR, DT). These variables demonstrated that they are early warning ratios to track by investors or creditors.
引用
收藏
页码:193 / 199
页数:7
相关论文
共 12 条
  • [1] [Anonymous], 1989, MATH CONTROL SIGNAL
  • [2] [Anonymous], 1968, J FINANCE
  • [3] [Anonymous], 1980, J Roy Stat Soc: Ser C (Appl Stat), DOI [DOI 10.2307/2986296, 10.2307/2986296]
  • [4] Breiman F, 1984, OLSHEN STONE CLASSIF
  • [5] du Jardin P., 2010, NEUROCOMPUTING
  • [6] Bankruptcy prediction for Russian companies: Application of combined classifiers
    Fedorova, Elena
    Gilenko, Evgenii
    Dovzhenko, Sergey
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (18) : 7285 - 7293
  • [7] Garson GD., 1991, Interpreting neural-network connection weights. Ai Expert, V6, P46, DOI DOI 10.5555/129449.129452
  • [8] Guyon I., 2003, Journal of Machine Learning Research, V3, P1157, DOI 10.1162/153244303322753616
  • [9] An application of pattern recognition on scoring Chinese corporations financial conditions based on backpropagation neural network
    Liang, L
    Wu, DS
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2005, 32 (05) : 1115 - 1129
  • [10] Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters
    Min, JH
    Lee, YC
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2005, 28 (04) : 603 - 614