Bagging of Artificial Neural Networks for Bankruptcy Prediction

被引：10
|
作者：
Shi, Lei [1 ]
Xi, Lei [1 ]
Ma, Xinming [1 ]
Hu, Xiaohong [1 ]
机构：
[1] Henan Agr Univ, Coll Informat & Management Sci, Zhengzhou, Peoples R China
来源：
2009 INTERNATIONAL CONFERENCE ON INFORMATION AND FINANCIAL ENGINEERING, PROCEEDINGS | 2009年
关键词：
artificial neural network; bankruptcy prediction; Bagging ensemble;
D O I：
10.1109/ICIFE.2009.17
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
Bankruptcy prediction has been one of the most challenging tasks and a major research topic in accounting and finance. In this paper, Bagging ensemble, a popular technique in the machine learning community, is proposed to improve the prediction performance of artificial neural networks in bankruptcy prediction analysis. The experiments conducted on the public dataset show that the proposed approach achieves obvious improvement of performance.
引用
收藏
页码：154 / 156
页数：3
相关论文
共 50 条
  • [1] Bankruptcy prediction with Artificial Neural Networks
    Fernandez, E
    Olmeda, I
    FROM NATURAL TO ARTIFICIAL NEURAL COMPUTATION, 1995, 930 : 1142 - 1146
  • [2] Bankruptcy prediction using hybrid neural networks with artificial bee colony
    Marso, Said
    Merouani, Mohamed E. L.
    Engineering Letters, 2020, 28 (04): : 1191 - 1200
  • [3] Bankruptcy Prediction using Hybrid Neural Networks with Artificial Bee Colony
    Marso, Said
    El Merouani, Mohamed
    ENGINEERING LETTERS, 2020, 28 (04) : 1191 - 1200
  • [4] BANKRUPTCY PREDICTION USING NEURAL NETWORKS
    WILSON, RL
    SHARDA, R
    DECISION SUPPORT SYSTEMS, 1994, 11 (05) : 545 - 557
  • [5] Company Bankruptcy Prediction with Neural Networks
    Pozorska, Jolanta
    Scherer, Magdalena
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, ICAISC 2018, PT I, 2018, 10841 : 183 - 189
  • [6] Probabilistic neural networks in bankruptcy prediction
    Yang, ZR
    Platt, MB
    Platt, HD
    JOURNAL OF BUSINESS RESEARCH, 1999, 44 (02) : 67 - 74
  • [7] Ensemble with neural networks for bankruptcy prediction
    Kim, Myoung-Jong
    Kang, Dae-Ki
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (04) : 3373 - 3379
  • [8] Bankruptcy Prediction Using Neural Networks
    Naidu, G. Pranav
    Govinda, K.
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON INVENTIVE SYSTEMS AND CONTROL (ICISC 2018), 2018, : 248 - 251
  • [9] An empirical evaluation of bagging and boosting for artificial neural networks
    Opitz, DW
    Maclin, RF
    1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 1401 - 1405
  • [10] Artificial neural networks in bankruptcy prediction: General framework and cross-validation analysis
    Zhang, GQ
    Hu, MY
    Patuwo, BE
    Indro, DC
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 116 (01) : 16 - 32
12345