| Title: | automatic bug triage using semi-supervised text classification |
| Author: | Xuan Jifeng
; Jiang He
; Ren Zhilei
; Yan Jun
; Luo Zhongxuan
|
| Source: | SEKE 2010 - Proceedings of the 22nd International Conference on Software Engineering and Knowledge Engineering
|
| Conference Name: | 22nd International Conference on Software Engineering and Knowledge Engineering, SEKE 2010
|
| Conference Date: | 44013
|
| Issued Date: | 2010
|
| Conference Place: | Redwood City, CA, United states
|
| Keyword: | Knowledge engineering
; Locomotives
; Maximum principle
; Optimization
; Railroad cars
; Software engineering
|
| Publish Place: | United States
|
| Indexed Type: | ei
|
| ISBN: | 1891706268
|
| Department: | (1) School of Mathematical Sciences, Dalian University of Technology, Dalian, 116024, China; (2) School of Software, Dalian University of Technology, Dalian, 116621, China; (3) State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences, Beijing, 100190, China; (4) Technology Center of Software Engineering, Institute of Software, Chinese Academy of Sciences, Beijing, 100190, China
|
| Sponsorship: | Knowledge Systems Institute Graduate School
|
| English Abstract: | In this paper, we propose a semi-supervised text classification approach for bug triage to avoid the deficiency of labeled bug reports in existing supervised approaches. This new approach combines naive Bayes classifier and expectationmaximization to take advantage of both labeled and unlabeled bug reports. This approach trains a classifier with a fraction of labeled bug reports. Then the approach iteratively labels numerous unlabeled bug reports and trains a new classifier with labels of all the bug reports. We also employ a weighted recommendation list to boost the performance by imposing the weights of multiple developers in training the classifier. Experimental results on bug reports of Eclipse show that our new approach outperforms existing supervised approaches in terms of classification accuracy. |
| Language: | 英语
|
| Content Type: | 会议论文
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| URI: | http://ir.iscas.ac.cn/handle/311060/8674
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| Appears in Collections: | 中科院软件所图书馆_2010软件所会议论文
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| seke_10.pdf（556KB） | -- | -- | 限制开放 | -- | 联系获取全文 |
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| Recommended Citation: | |
Xuan Jifeng,Jiang He,Ren Zhilei,et al. automatic bug triage using semi-supervised text classification[C]. 见:22nd International Conference on Software Engineering and Knowledge Engineering, SEKE 2010. Redwood City, CA, United states. 44013.
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