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
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