An Improved SDA Based Defect Prediction Framework for Both Within-Project and Cross-Project Class-Imbalance Problems

@article{Jing2017AnIS,
  title={An Improved SDA Based Defect Prediction Framework for Both Within-Project and Cross-Project Class-Imbalance Problems},
  author={Xiao-Yuan Jing and Fei Wu and Xiwei Dong and Baowen Xu},
  journal={IEEE Transactions on Software Engineering},
  year={2017},
  volume={43},
  pages={321-339}
}
Background. Solving the class-imbalance problem of within-project software defect prediction (SDP) is an important research topic. Although some class-imbalance learning methods have been presented, there exists room for improvement. For cross-project SDP, we found that the class-imbalanced source usually leads to misclassification of defective instances. However, only one work has paid attention to this cross-project class-imbalance problem. Objective. We aim to provide effective solutions for… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 81 references

Implications of ceiling effects in defect predictors

PROMISE '08 • 2008
View 18 Excerpts
Highly Influenced

Dominance statistics: Ordinal analyses to answer ordinal questions

N. Cliff
Psychological Bulletin, vol. 114, no. 3, pp. 494-509, 1993. • 1993
View 15 Excerpts
Highly Influenced

Multi-objective Cross-Project Defect Prediction

2013 IEEE Sixth International Conference on Software Testing, Verification and Validation • 2013
View 6 Excerpts
Highly Influenced

Transfer defect learning

2013 35th International Conference on Software Engineering (ICSE) • 2013
View 7 Excerpts
Highly Influenced

Using Class Imbalance Learning for Software Defect Prediction

IEEE Transactions on Reliability • 2013
View 10 Excerpts
Highly Influenced

Subclass discriminant analysis

IEEE Transactions on Pattern Analysis and Machine Intelligence • 2006
View 8 Excerpts
Highly Influenced

Online Defect Prediction for Imbalanced Data

2015 IEEE/ACM 37th IEEE International Conference on Software Engineering • 2015
View 3 Excerpts
Highly Influenced

Cross-project defect prediction models: L'Union fait la force

2014 Software Evolution Week - IEEE Conference on Software Maintenance, Reengineering, and Reverse Engineering (CSMR-WCRE) • 2014
View 5 Excerpts
Highly Influenced

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