2017
DOI: 10.18293/seke2017-041
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Improving Bug Triage with Relevant Search

Abstract: Abstract-Bug triage is a process where bugs are assigned to developers. In large open source projects such as Mozilla and Eclipse, bug triage is time-consuming because numerous bugs are submitted everyday. To improve bug triage, many studies have proposed automatic approaches to recommend proper developers for resolving bugs. These approaches are based on machine learning algorithms, which treat bug triage like text classification. Although they are effective, the accuracy of them can be further improved. Our … Show more

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Cited by 7 publications
(9 citation statements)
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“…Four more datasets are used for comparing our models with recent studies. One is the GNU compiler collection (GCC) 6 dataset, which is a small dataset that has 2102 bug reports with an average of 32 bug reports for each developer which was used in [11]. The 64% of bug reports are selected for training, and the rest is used for testing.…”
Section: Evaluation and Resultsmentioning
confidence: 99%
See 2 more Smart Citations
“…Four more datasets are used for comparing our models with recent studies. One is the GNU compiler collection (GCC) 6 dataset, which is a small dataset that has 2102 bug reports with an average of 32 bug reports for each developer which was used in [11]. The 64% of bug reports are selected for training, and the rest is used for testing.…”
Section: Evaluation and Resultsmentioning
confidence: 99%
“…The model is validated using the 10 percent of the total data. Recent studies including [5], [6], [18], [21]- [24], [44], [44], [45] also adopted cross-validation technique.…”
Section: B Evaluation Measurementioning
confidence: 99%
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“…A common example of bug tracking system is Bugzilla(S.-R. Lee, Heo, Lee, Kim, & Jeong, 2017), which is proposed by Mozilla and also adapted by other open source projects such as Eclipse. In bug tracking system the information of the occurrence of bugs is documented in the form of bug reports (D.-G. Lee & Seo, 2020;Peng, Zhou, Liu, & Chen, 2017). These bug reports are of specific format and also include details such as reporter information, priority and severity of the bug, and environment etc (D.-G. Lee & Seo, 2020).…”
Section: Introductionmentioning
confidence: 99%
“…During bug triaging a developer carefully checks a bug report gathered in the bug tracking system and then assigns the bug report to the developer who has experience with fixing such bugs. The software developers highly rely on these reports for resolving the bugs (Peng, et al, 2017).…”
Section: Introductionmentioning
confidence: 99%