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一种软件缺陷预测改进模型的研究 被引量:1

An Improved Software Defect Prediction Model
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摘要 研究考虑缺陷移除失败的软件缺陷预测改进模型,以提高缺陷预测能力.分析了传统Rayleigh模型的不足,在考虑缺陷移除失败因素的基础上,建立缺陷预测改进模型,并使用经验值及最大似然法估计获得模型参数.实例验证表明,改进模型可以有效地提高软件缺陷预测值与实际值的拟合度. To enhance the defect prediction ability, an improved Rayleigh model considering the factor of incorrect repair is presented. The shortcoming of the traditional Rayleigh defect prediction model was analyzed. The improved Rayleigh defect prediction model was established based on the consideration of the incorrect repair factor. The parameters of the improved model were obtained by using experience values and maximum likelihood estimation. Experimental verification shows that the improved model can effectively enhance the similarity between the prediction values and actual ones.
出处 《北京理工大学学报》 EI CAS CSCD 北大核心 2010年第9期1074-1076,1106,共4页 Transactions of Beijing Institute of Technology
基金 国家“八六三”计划项目(2009AA01Z433)
关键词 缺陷预测模型 缺陷移除 移除失败率 软件缺陷 defect prediction model defect remove incorrect repair rate software defect
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参考文献8

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同被引文献11

  • 1景涛,江昌海,胡德斌,白成刚,蔡开元.软件关联缺陷的一种检测方法[J].软件学报,2005,16(1):17-28. 被引量:23
  • 2王华秋,曹长修.并行混沌粒子群优化研究及应用[J].计算机仿真,2005,22(11):98-101. 被引量:10
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  • 6T Gyimothy, R Ference, L Siket. Empirical Validation of Object- Oriented Metrics on Open Source Software for Fault Prediction[ J]. IEEE Trans on Software Engineering, 2005,31 (10) :897-910.
  • 7F Provost, T Fawcett. Robust Classification for Imprecise Environ- ments [ J ]. Machine Learning, 2001,42 ( 3 ) : 203 - 231.
  • 8王青,伍书剑,李明树.软件缺陷预测技术[J].软件学报,2008,19(7):1565-1580. 被引量:148
  • 9姜慧研,宗茂,刘相莹.基于ACO-SVM的软件缺陷预测模型的研究[J].计算机学报,2011,34(6):1148-1154. 被引量:44
  • 10王涛,李伟华,刘尊,史豪斌.基于支持向量机的软件缺陷预测模型[J].西北工业大学学报,2011,29(6):864-870. 被引量:14

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