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- ArticleMay 2007
Determining Implementation Expertise from Bug Reports
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 2https://doi.org/10.1109/MSR.2007.7As developers work on a software product they accumulate expertise, including expertise about the code base of the software product. We call this type of expertise "implementation expertise'. Knowing the set of developers who have implementation ...
- ArticleMay 2007
Defect Data Analysis Based on Extended Association Rule Mining
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 3https://doi.org/10.1109/MSR.2007.5This paper describes an empirical study to reveal rules associated with defect correction effort. We defined defect correction effort as a quantitative (ratio scale) variable, and extended conventional (nominal scale based) association rule mining to ...
- ArticleMay 2007
Spam Filter Based Approach for Finding Fault-Prone Software Modules
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 4https://doi.org/10.1109/MSR.2007.29Because of the increase of needs for spam e-mail detection, the spam filtering technique has been improved as a convenient and effective technique for text mining. We propose a novel approach to detect fault-prone modules in a way that the source code ...
- ArticleMay 2007
Prioritizing Warning Categories by Analyzing Software History
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 27https://doi.org/10.1109/MSR.2007.26Automatic bug finding tools tend to have high false positive rates: most warnings do not indicate real bugs. Usually bug finding tools prioritize each warning category. For example, the priority of "overflow" is 1 and the priority of "jumbled ...
- ArticleMay 2007
Predicting Eclipse Bug Lifetimes
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 29https://doi.org/10.1109/MSR.2007.25In non-trivial software development projects planning and allocation of resources is an important and difficult task. Estimation of work time to fix a bug is commonly used to support this process. This research explores the viability of using data ...
- ArticleMay 2007
Predicting Defects and Changes with Import Relations
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 31https://doi.org/10.1109/MSR.2007.24Lowering the number of defects and estimating the development time of a software project are two important goals of software engineering. To predict the number of defects and changes we train models with import relations. This enables us to decrease the ...
- ArticleMay 2007
Local and Global Recency Weighting Approach to Bug Prediction
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 33https://doi.org/10.1109/MSR.2007.17Finding and fixing software bugs is a challenging maintenance task, and a significant amount of effort is invested by software development companies on this issue. In this paper, we use the Eclipse project's recorded software bug history to predict ...
- ArticleMay 2007
How Long Will It Take to Fix This Bug?
MSR '07: Proceedings of the Fourth International Workshop on Mining Software RepositoriesPage 1https://doi.org/10.1109/MSR.2007.13Predicting the time and effort for a software problem has long been a difficult task. We present an approach that automatically predicts the fixing effort, i.e., the person-hours spent on fixing an issue. Our technique leverages existing issue tracking ...