| Title: | predicting upgrade project defects based on enhancement requirements: an empirical study |
| Author: | He Lei
; Li Juan
; Wang Qing
; Yang Ye
|
| Source: | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
|
| Conference Name: | International Conference on Software Process
|
| Conference Date: | MAY 16-17,
|
| Issued Date: | 2009
|
| Conference Place: | Vancouver, CANADA
|
| Keyword: | Defect Prediction
|
| Publisher: | TRUSTWORTHY SOFTWARE DEVELOPMENT PROCESSES, PROCEEDINGS
|
| Publish Place: | HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY
|
| Indexed Type: | 其他
|
| ISSN: | 0302-9743
|
| ISBN: | 978-3-642-01679-0
|
| Department: | He, Lei; Li, Juan; Wang, Qing; Yang, Ye Chinese Acad Sci, Inst Software, Beijing 100864, Peoples R China.
|
| Sponsorship: | Chinese Acad Sci, ISCAS Lab Internet Software Technologies
|
| English Abstract: | In upgrade project development, Enhancement Requirements (ER, e.g. requirement additions and modifications) introduce new defects to the project. We need to evaluate this impact to help plan later project schedule and resources. Typically, many of the existing prediction technologies estimate defects based on software size or process performance baselines. However, they are limited in estimating the impact of ER on product quality. This paper proposes a novel ER-based defect prediction method using information retrieval (IR) technique and support vector machines (SVM). We analyze the historical data of defects and requirement specifications of actual upgrade projects to establish multiple prediction models to estimate new defects introduced by ER. Then we design two experiments to validate the method and report some preliminary results. The results indicate that our method can provide useful support for impact analysis of requirement evolution in upgrade projects. |
| Language: | 英语
|
| Content Type: | 会议论文
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| URI: | http://ir.iscas.ac.cn/handle/311060/8376
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| Appears in Collections: | 互联网软件技术实验室 _会议论文
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| 2009-何磊-ICSP-Predicting Upgrade Project Defects based on Enhancement Requirements An Empirical Study.pdf（351KB） | -- | -- | 限制开放 | -- | 联系获取全文 |
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| Recommended Citation: | |
He Lei,Li Juan,Wang Qing,et al. predicting upgrade project defects based on enhancement requirements: an empirical study[C]. 见:International Conference on Software Process. Vancouver, CANADA. MAY 16-17,.
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