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基于决策树的财务危机预警模型研究 被引量:5

A Model of Financial Distress Early-warning Based on Decision Tree
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摘要 提出一种基于改进了的决策树的财务预警模型。该方法通过正规增益标准对企业的财务指标进行排序降维,从而避免了冗余信息的影响,直接生成最小决策树,抽取预警规则。最后以C4.5算法为参照,进行了仿真试验,结果表明,本算法在预警效率和预测精度上都有明显的提高。 A new model of enterprise financial distress early -warning based on improved decision tree is presented. The method ranks financial data of enterprise based on the Normalized Gain, avoids redundancy information's influence, generates the least decision tree directly and extracts the warning rule. Finally comparing the methods with C4.5 algorithm, studies are empirically carried out, and results show that this methods largely improves the warning efficiency and precision.
作者 赵静娴
出处 《哈尔滨商业大学学报(社会科学版)》 2008年第4期97-99,共3页 Journal of Harbin University of Commerce:Social Science Edition
关键词 决策树 财务危机 预警 数据挖掘 decision tree financial distress early - warning data mining
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参考文献5

  • 1Tommy M. Onich, The Warning Signs of Financial Distress [ J ]. Commercial lending review, 2007 ( 1 ) :48 - 50.
  • 2杨淑娥,王乐平.基于BP神经网络和面板数据的上市公司财务危机预警[J].系统工程理论与实践,2007,27(2):61-67. 被引量:60
  • 3Tom M Mitchell ,Mitchell, Tom M (Tom Michael). Machine Learning [ M ]. McGraw - Hill Education (Asia) , 2003:42 - 47.
  • 4Haixun Wang, Yu P S. SSDT: A Scalable Subspace - splitting Classifier for Biased Data[ J]. ICDM 2001, Proceedings, IEEE International Conference Proceedings, 29 Nov, -2 Dec:542 - 549.
  • 5Hong S J, Use of contextual information for feature ranking and discretization [ J ]. IEEE Transactions on Knowledge and Data Engineering, 1997, 9(5) : 718 - 730.

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