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Content Provider | IEEE Xplore Digital Library |
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Author | Yuan Tian Chengnian Sun Lo, D. |
Copyright Year | 2012 |
Abstract | Bugs are prevalent in software systems. To improve the reliability of software systems, developers often allow end users to provide feedback on bugs that they encounter. Users could perform this by sending a bug report in a bug report management system like Bugzilla. This process however is uncoordinated and distributed, which means that many users could submit bug reports reporting the same problem. These are referred to as duplicate bug reports. The existence of many duplicate bug reports may cause much unnecessary manual efforts as often a triager would need to manually tag bug reports as being duplicates. Recently, there have been a number of studies that investigate duplicate bug report problem which in effect answer the following question: given a new bug report, retrieve k other similar bug reports. This, however, still requires substantive manual effort which could be reduced further. Jalbert and Weimer are the first to introduce the direct detection of duplicate bug reports, it answers the question: given a new bug report, classify if it as a duplicate bug report or not. In this paper, we extend Jalbert and Weimer's work by improving the accuracy of automated duplicate bug report identification. We experiments with bug reports from Mozilla bug tracking system which were reported between February 2005 to October 2005, and find that we could improve the accuracy of the previous approach by about 160%. |
Starting Page | 385 |
Ending Page | 390 |
File Size | 338226 |
Page Count | 6 |
File Format | |
ISBN | 9781467309844 |
ISSN | 15345351 |
e-ISBN | 9780769546667 |
DOI | 10.1109/CSMR.2012.48 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-03-27 |
Publisher Place | Hungary |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Harmonic analysis Training Machine learning Software systems Computer bugs Frequency measurement Training data Bugzilla Duplicate bug reports relative similarity |
Content Type | Text |
Resource Type | Article |
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