predicting fault-prone modules: a comparative study

	predicting fault-prone modules: a comparative study
	Jia Hao ; Shu Fengdi ; Yang Ye ; Wang Qing
刊名	Springer Verlag
	2009
卷号	35 Monograph title:Software Engineering Approaches for Offshore and Outsourced Development: Third International Conference, SEAFOOD 2009, Proceedings 页码:45-59
关键词	OBJECT-ORIENTED DESIGN SOFTWARE DEFECT PREDICTION STATIC CODE ATTRIBUTES EMPIRICAL-ANALYSIS METRICS MODELS
通讯作者	Jia, H (通讯作者), Chinese Acad Sci, Inst Software, Lab Internet Software Technol, Beijing 100190, Peoples R China
收录类别	EI,ISTP,SPRINGER
公开日期	2010-08-23
附注	Offshore and outsourced software development is a rapidly increasing trend in global software business environment. Predicting fault-prone modules in outsourced software product may allow both parties to establish mutually satisfactory, cost-effective testing strategies and product acceptance criteria, especially in iterative transitions. In this paper, based on industrial software releases data, we conduct an empirical study to compare ten classifiers over eight sets of code attributes, and provide recommendations to aid both the client and vendor to assess the products' quality through defect prediction. Overall, a generally high accuracy is observed, which confirms the usefulness of the metric-based classification. Furthermore, two classification techniques, Random Forest and Bayesian Belief Network, outperform the others in terms of predictive accuracy; in more detail, the former is the most cost-effective and the latter is of the lowest fault-prone module escaping rate. Our study also concludes that code metrics including size, traditional complexity, and object-oriented complexity perform fairly well.
内容类型	期刊论文
源URL	[http://124.16.136.157/handle/311060/3902]
专题	软件研究所_互联网软件技术实验室 _期刊论文
推荐引用方式 GB/T 7714	Jia Hao,Shu Fengdi,Yang Ye,et al. predicting fault-prone modules: a comparative study[J]. Springer Verlag,2009,35 Monograph title:Software Engineering Approaches for Offshore and Outsourced Development: Third International Conference, SEAFOOD 2009, Proceedings:45-59.
APA	Jia Hao,Shu Fengdi,Yang Ye,&Wang Qing.(2009).predicting fault-prone modules: a comparative study.Springer Verlag,35 Monograph title:Software Engineering Approaches for Offshore and Outsourced Development: Third International Conference, SEAFOOD 2009, Proceedings,45-59.
MLA	Jia Hao,et al."predicting fault-prone modules: a comparative study".Springer Verlag 35 Monograph title:Software Engineering Approaches for Offshore and Outsourced Development: Third International Conference, SEAFOOD 2009, Proceedings(2009):45-59.