.png){kind=icon}
返回
Improving Automated Bug Triaging with Specialized Topic Model
.png){kind=icon}
OA
AI
DOI：10.1109/TSE.2016.2576454.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Bug triaging refers to the process of assigning a bug to the most appropriate developer to fix. It becomes more and more difficult and complicated as the size of software and the number of developers increase. In this paper, we propose a new framework for bug triaging, which maps the words in the bug reports (i.e., the term space) to their corresponding topics (i.e., the topic space). We propose a specialized topic modeling algorithm named multi-feature topic model (MTM) which extends Latent Dirichlet Allocation (LDA) for bug triaging. MTM considers product and component information of bug reports to map the term space to the topic space. Finally, we propose an incremental learning method named TopicMiner which considers the topic distribution of a new bug report to assign an appropriate fixer based on the affinity of the fixer to the topics. We pair TopicMiner with MTM (TopicMiner(MTM)). We have evaluated our solution on 5 large bug report datasets including GCC, OpenOffice, Mozilla, Netbeans, and Eclipse containing a total of 227,278 bug reports. We show that TopicMiner(MTM) can achieve top-1 and top-5 prediction accuracies of 0.4831-0.6868, and 0.7686-0.9084, respectively. We also compare TopicMiner(MTM) with Bugzie, LDAKL, SVM-LDA, LDA-Activity, and Yang et al.'s approach. The results show that TopicMinerMTM on average improves top-1 and top-5 prediction accuracies of Bugzie by 128.48 and 53.22 percent, LDA-KL by 262.91 and 105.97 percent, SVM- LDA by 205.89 and 110.48 percent, LDA-Activity by 377.60 and 176.32 percent, and Yang et al.'s approach by 59.88 and 13.70 percent, respectively.
Keyword:
Developer
bug triaging
feature information
topic model
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
5.6
论文数:
2.8K
被引数:
1.1W
机构
引用论文
The Influence of Urban Green Space Soundscape on the Changes of Citizens’ Emotion: A Case Study of Beijing Urban Parks城市绿地声景观对市民情绪变化的影响 -- 以北京城市公园为例.png)
Forests
OAAI
ForestsIF0
OAAI分享收藏Laparoscopic versus open orchiopexy in the management of abdominal testis: A descriptive study腹腔镜与开腹睾丸固定术在腹部睾丸治疗中的应用: 一项描述性研究
PREAI
分享收藏
查看更多内容