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基于相似度匹配的软件缺陷预测方法研究

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摘要 针对跨项目缺陷预测(Cross-Project Defect Prediction,CPDP)中为目标项目选择合适的训练数据问题,在已有相似度匹配方法的基础上,引入项目情境信息,从而提出一种改进的CPDP预测模型。实验结果表明:引入项目的情境信息,有助于提高CPDP性能;所提方法的F-measure值比已有方法提高了15.04%和6.57%,但相比WPDP方法,仍有待提高。
出处 《软件导刊》 2017年第8期9-11,14,共4页 Software Guide
基金 湖北省知识创新专项项目(2016CFB309) 湖北大学自科青年基金项目(201507)
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  • 1Gao K, Khoshgoftaar T. Software defect prediction for high- dimensional and class-imbalanced data. In Proc. the 23rd SEKE, July 2011, pp.89-94.
  • 2Zheng J. Cost-sensitive boosting neural networks for soft- ware defect prediction. Expert Syst. Appl., 2010, 37(6): 4537-4543.
  • 3Wang S, Yao X. Using class imbalance learning for soft- ware defect prediction. IEEE Trans. Reliab., 2013, 62(2): 434-443.
  • 4Turhan B, Tosun Mlslrh A, Bener A. Empirical evaluation of the effects of mixed project data on learning defect pre- dictors. Inf. Softw. Technol., 2013, 55(6): 1101-1118.
  • 5Turhan B, Menzies T, Bener A B, Di Stefano J. On the rel- ative value of cross-company and within-company data for defect prediction. Empir. Softw. Eng., 2009, 14(5): 540-578.
  • 6Wilcoxon F. Individual comparisons by ranking methods. Biometrics Bull., 1945, 1(6): 80-83.
  • 7Vargha A, Delaney H D. A critique and improvement of the "CL" common language effect size statistics of McGraw and Wong. J. Educ. Behav. Stat., 2000, 25(2): 101-132.
  • 8Hall T, Beecham S, Bowes D, Gray D, Counsell S. A sys- tematic literature review on fault prediction performance in software engineering. IEEE Trans. Softw. Eng., 2012, 38(6): 1276-1304.
  • 9Arisholm E, Briand L C, Johannessen E B. A system- atic and comprehensive investigation of methods to build and evaluate fault prediction models. J. Syst. Softw., 2010, 83(1): 2-17.
  • 10D'Ambros M, Lanza M, Robbes R. Evaluating defect pre- diction approaches: A benchmark and an extensive com- parison. Ernpir. Softw. Eng., 2012, 17(4/5): 531-577.

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