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| data transformation and attribute subset selection: do they help make differences in software failure prediction? | |
| Jia Hao; Shu Fengdi; Yang Ye; Li Qi | |
| 2009 | |
| Conference Name | IEEE International Conference on Software Maintenance |
| Source | IEEE International Conference on Software Maintenance, ICSM |
| Conference Date | SEP 20-26, |
| Conference Place | Edmonton, CANADA |
| Publish Place | 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA |
| Publisher | 2009 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE MAINTENANCE, CONFERENCE PROCEEDINGS |
| ISSN | 1063-6773 |
| ISBN | 978-1-4244-4897-5 |
| Department | Jia, Hao; Shu, Fengdi; Yang, Ye Chinese Acad Sci, Inst Software, Beijing 100864, Peoples R China. |
| English Abstract | Data transformation and attribute subset selection have been adopted in improving software defect/failure prediction methods. However, little consensus was achieved on their effectiveness. This paper reports a comparative study on these two kinds of techniques combined with four classifier and datasets from two projects. The results indicate that data transformation displays unobvious influence on improving the performance, while attribute subset selection methods show distinguishably inconsistent output. Besides, consistency across releases and discrepancy between the open-source and in-house maintenance projects in the evaluation of these methods are discussed. |
| Keyword | Attribute Subset Selection Data Transformation In-house Maintenance Projects Open-source Projects Software Failure Prediction Attribute Grammars Public Domain Software Software Maintenance Software Performance Evaluation |
| Sponsorship | IEEE, IEEE Comp Soc, Tech Council Software Engn |
| Content Type | 会议论文 |
| URI | http://ir.iscas.ac.cn/handle/311060/8210 |
| Collection | 互联网软件技术实验室 |
| Recommended Citation GB/T 7714 | Jia Hao,Shu Fengdi,Yang Ye,et al. data transformation and attribute subset selection: do they help make differences in software failure prediction?[C]. 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA:2009 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE MAINTENANCE, CONFERENCE PROCEEDINGS,2009. |
| Files in This Item: | ||||||
| File Name/Size | DocType | Version | Access | License | ||
| 2009-贾浩-ICSM-Data Tr（257KB） | 开放获取 | -- | Application Full Text | |||
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