Dataset For Software Defect Predictions

SOFTLAB: dataset were from a Turkish software company which develops embedded controllers for home appliances [1] <br>RELINK: Dataset with has 26 static code features and contains three projects (Apache HTTP Server (Apache), OpenIntents Safe (Safe), and ZXing) [2]<br>NASA: Dataset from e C-based and are extracted from a software system which is made of a set of static code features [3].<br>4. AEEEM: dataset was compiled by Marco et al. [4], and contains five open source projects with 5,371 data points. The projects include: Apache Lucene (LC), Equinox (EQ), Eclipse JDT Core (JDT), Eclipse PDE UI (PDE) and Mylyn (ML).<br><br>AEEEM software defect datasets which has a format of ARFF was collected by D’Ambros et al. [1]<br>[1] M. D’Ambros, M. Lanza, and R. Robbes, “Evaluating defect prediction approaches: A benchmark and an extensive comparison,”Empirical Softw. Engg., vol. 17, no. 4-5, pp. 531–577, Aug. 2012.<br>[3] ] B. Ghotra, S. McIntosh, and A. E. Hassan, “Revisiting the impact of classification techniques on the performance of defect prediction models,” in 2015 IEEE/ACM 37th IEEE International Conference on Software Engineering, vol. 1. IEEE, 2015, pp. 789–800.<br>[4] M. D’Ambros, M. Lanza, and R. Robbes, “Evaluating defect prediction approaches: a benchmark and an extensive comparison,” Empirical Software Engineering, vol. 17, no. 4, pp. 531–577, 2012

SOFTLAB数据集源自一家土耳其软件企业，该企业面向家用电器研发嵌入式控制器[1]
RELINK数据集包含26项静态代码特征，涵盖三个项目：Apache HTTP服务器（Apache）、OpenIntents Safe（Safe）以及ZXing[2]
NASA数据集基于C语言开发，从由若干静态代码特征构成的软件系统中提取得到[3]
4. AEEEM数据集由Marco等人于文献[4]中构建完成，包含5371条数据样本，涵盖五个开源项目：Apache Lucene（LC）、Equinox（EQ）、Eclipse JDT Core（JDT）、Eclipse PDE UI（PDE）以及Mylyn（ML）。

采用ARFF格式的AEEEM软件缺陷数据集由D’Ambros等人于文献[1]采集完成

[1] M. D’Ambros、M. Lanza与R. Robbes，《评估缺陷预测方法：基准测试与大规模对比》，《实证软件工程》，2012年8月，第17卷第4-5期，第531-577页
[3] B. Ghotra、S. McIntosh与A. E. Hassan，《重新审视分类技术对缺陷预测模型性能的影响》，收录于2015年IEEE/ACM第37届国际软件工程会议（第1卷），IEEE出版社，2015年，第789-800页
[4] M. D’Ambros、M. Lanza与R. Robbes，《评估缺陷预测方法：基准测试与大规模对比》，《实证软件工程》，2012年，第17卷第4期，第531-577页