期刊文献+

基于椭圆概率神经网络的企业财务危机预警 被引量:3

Research on Pre-warning of Enterprise Financial Crisis Based on Oval Probabilistic Neural Network
在线阅读 下载PDF
导出
摘要 在国际经济一体化的大环境下,随着企业竞争的日趋激烈,企业进行财务危机的预警显得尤为重要。基于椭圆概率神经网络的财务危机预警方法是概率神经网络的改进,考虑代表输入变量重要性的变量权值、代表样本有效范围的核宽倒数及代表样本可靠程度的数据权值,利用该方法对企业财务危机进行预测。实证分析结果证明:此方法的优越性有较高的预测准确性,能够为中国资本市场的发展提供很大的帮助。 As the fierce competition among enterprises is becoming more and more obvious, the early warning of the financial crisis becomes particularly important in the international economic integration environment. In this paper, the financial distress prediction method is based on elliptic probabilistic neural network. It's the improvement of the probabilistic neural network. It considers the variable weight that represents the importance of the input variables, the width reciprocal that represents the effective range of samples and the data weights that represents the reliability of samples. Finally, we obtain the higher prediction accuracy of this method through empirical analysis. And it can help develop China's capital market.
出处 《统计与信息论坛》 CSSCI 2013年第2期18-22,共5页 Journal of Statistics and Information
基金 国家自然科学基金项目<基于改进的概率神经网络的分类预测方法的理论 算法与应用研究>(71271070)
关键词 企业财务危机预警 椭圆概率神经网络 概率神经网络 pre^warning of the financial crisis elliptic probabilistic neural network probabilistic neural network
  • 相关文献

参考文献12

  • 1Chen H J,Huang S Y,Lin C S. Alternative Diagnosis of Corporate Bankruptcy:A Neuro Fuzzy Approach[J].Expert Systems with Applications,2009,(04).
  • 2毛长飞,刘任捷,顾乾屏,王涛.分行业的企业财务危机预警模型比较研究[J].统计与信息论坛,2007,22(6):39-44. 被引量:1
  • 3Pawlak Z. Rough Sets:Theoretical Aspects of Reasoning about Data[M].Kluwer:Kluwer Academic Publishers,1991.
  • 4Specht D F. Probabilistic Neural Networks for Classification,or Associative Memory[A].San Diego,California,USA,1988.
  • 5Specht D F. Probabilistic Neural Networks[J].Neural Networks,1990,(01).
  • 6Specht D F. Enhancements to Probabilistic Neural Networks[A].Baltimore,1992.
  • 7Parzen E. On Estimation of a Probability Density Function and Mode[J].Annals of Mathematical Statistics,1962,(03).
  • 8Patra P K,Nayak M,Nayak S K. Probabilistic Neural Network for Pattern Classification[A].Honolulu,USA,2002.
  • 9Specht D F. Probabilistic Neural Networks[J].Neural Networks,1990,(01).
  • 10Song T,Jamshidi M M,Lee R R. A Modified Probabilistic Neural Network for Partial Volume Segmentation in Brain MR Image[J].IEEE Transactions on Neural Networks,2007,(05).

二级参考文献18

  • 1周思恩,丁莉.上市公司被特别处理的分级预警模型分析[J].财经科学,2003(S1):289-291. 被引量:5
  • 2邢精平.企业财务危机中相关利益人行为研究[J].经济研究,2004,39(8):57-63. 被引量:11
  • 3黄善东,杨淑娥.公司治理与财务困境预测[J].预测,2007,26(2):63-67. 被引量:8
  • 4Fitz Patrick P. A comparison of ratios of successful industrial enterprises with those of failed finns[J]. Certified Public Acoountant, 1932(10) : 598 - 605; 656 - 662; 727 - 731.
  • 5Beaver R. Financial ratios as predictors of failure, empirical research in accounting: selected studies[J ]. Accounting Research, 1966(4) :71 - 111.
  • 6Airman E I. Financial ratios,discriminant analysis and the prediction of corporate bankruptcy[J]. The Journal of Finance, 1968 (23) :589 - 609.
  • 7Martin D. Early warning of bank failure:a logit regression approach[J]. Journal of Banking and Finance,1977(1) :249- 276.
  • 8Dimitras A I, et al. A survey of business failures with an emphasis on prediction methods and industrial applicationl[J]. European Journal of Operational Research, 1996(90) :487 -513.
  • 913alcaen S, Ooghe H. 35 years of studies on business failure: an overview of the classic statistical methodologies and their related problems[J]. The British Accounting Review, 2006(38),63- 93.
  • 10Kumar P R,Ravi V. Bankruptcy prediction in banksand firms via statistical and intelligent techniques--A review[J]. European Journal of Operational Research,2007(180) : 1 - 28.

共引文献6

同被引文献15

引证文献3

二级引证文献30

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部