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Analytical Approach to Cross Project Defect Prediction
2020Ensuring software quality has been an issue since the very beginning of software industry. Now with the advancement in technology, tools and development cycles, new paradigms have emerged to tackle the challenges of software quality management. Software defect prediction (SDP) is one of those to help recognize the code blocks, classes, methods or files
Vikas Suhag +3 more
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eCPDP: Early Cross-Project Defect Prediction
2021 IEEE 21st International Conference on Software Quality, Reliability and Security (QRS), 2021Sunjae Kwon, Duksan Ryu, Jongmoon Baik
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Exploiting Correlation Subspace to Predict Heterogeneous Cross-Project Defects
International Journal of Software Engineering and Knowledge Engineering, 2016Cross-project defect prediction trains a prediction model using historical data from source projects and applies the model to target projects. Most previous efforts assumed the cross-project data have the same metrics set, which means the metrics used and the size of metrics set are the same.
Ming Cheng +5 more
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An Evaluation of Cross-Project Defect Prediction Approaches on Cross-Personalized Defect Prediction
2022Sousuke Amasaki +2 more
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On Applicability of Cross-project Defect Prediction Method for Multi-Versions Projects
Proceedings of the 13th International Conference on Predictive Models and Data Analytics in Software Engineering, 2017Context: Cross-project defect prediction (CPDP) research has been popular, and many CPDP methods have been proposed so far. As the straightforward use of Cross-project (CP) data was useless, those methods filter, weigh, and adapt CP data for a target project data. This idea would also be useful for a project having past defect data.
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Adversarial domain adaptation for cross-project defect prediction
Empirical Software Engineering, 2023Hengjie Song +5 more
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CFPS: Collaborative filtering based source projects selection for cross-project defect prediction
Applied Soft Computing Journal, 2021Zhongbin Sun
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Source selection and transfer defect learning based cross-project defect prediction
International Journal of Computing Science and Mathematics, 2022Wanzhi Wen +6 more
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Cross-Project Defect Prediction Considering Multiple Data Distribution Simultaneously
Symmetry, 2022Yi Zhu, Qiao Yu, Yu Zhao
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