predicting fault-prone modules: a comparative study
文献类型：期刊论文
| 作者 | Jia Hao ; Shu Fengdi ; Yang Ye ; Wang Qing |
| 刊名 | Springer Verlag
 |
| 出版日期 | 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. |
| 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. |
入库方式： OAI收割
来源：软件研究所
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