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Predicting Defects and Changes with Import Relations

Published: 20 May 2007 Publication History

Abstract

Lowering 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 number of defects by more efficient testing and to assess the effort needed in respect to the number of changes.

References

[1]
{1} N. Nagappan, T. Ball, and A. Zeller. Mining metrics to predict component failures. November 2005.
[2]
{2} A. Schröter, T. Zimmermann, R. Premraj, and A. Zeller. If your bug database could talk. (short paper). In Proceedings of the 5th International Symposium on Empirical Software Engineering. Volume II: Short Papers and Posters, pages 18- 20, September 2006.
[3]
{3} A. Schröter, T. Zimmermann, and A. Zeller. Predicting component failures at design time. In Proceedings of the 5th International Symposium on Empirical Software Engineering, pages 18-27, September 2006.

Cited By

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  • (2007)Improving defect prediction using temporal features and non linear modelsNinth international workshop on Principles of software evolution: in conjunction with the 6th ESEC/FSE joint meeting10.1145/1294948.1294953(11-18)Online publication date: 3-Sep-2007

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cover image ACM Conferences
MSR '07: Proceedings of the Fourth International Workshop on Mining Software Repositories
May 2007
186 pages
ISBN:076952950X

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IEEE Computer Society

United States

Publication History

Published: 20 May 2007

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  • (2007)Improving defect prediction using temporal features and non linear modelsNinth international workshop on Principles of software evolution: in conjunction with the 6th ESEC/FSE joint meeting10.1145/1294948.1294953(11-18)Online publication date: 3-Sep-2007

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