Alleviating Class Imbalance Issue in Software Fault Prediction Using DBSCAN-Based Induced Graph Under-Sampling Method
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Springer Science and Business Media LLC
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https://link.springer.com/content/pdf/10.1007/s13369-024-08740-0.pdf
Reference48 articles.
1. Tong, H.; Liu, B.; Wang, S.: Software defect prediction using stacked denoising autoencoders and two-stage ensemble learning. Inf. Softw. Technol. 96, 94–111 (2018). https://doi.org/10.1016/j.infsof.2017.11.008
2. Li, Z.; Jing, X.Y.; Zhu, X.: Progress on approaches to software defect prediction. IET Software 12, 161–175 (2018). https://doi.org/10.1049/iet-sen.2017.0148
3. Rathore, S.S.; Kumar, S.: A study on software fault prediction techniques. Artif. Intell. Rev. 51, 255–327 (2019). https://doi.org/10.1007/s10462-017-9563-5
4. Menzies, T.; Greenwald, J.; Frank, A.: Data mining static code attributes to learn defect predictors. IEEE Trans. Softw. Eng. 33, 2–13 (2007). https://doi.org/10.1109/TSE.2007.256941
5. Bennin, K.E.; Keung, J.W.; Monden, A.: On the relative value of data resampling approaches for software defect prediction. Empir. Softw. Eng. (2019). https://doi.org/10.1007/s10664-018-9633-6
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1. DBOS_US: a density-based graph under-sampling method to handle class imbalance and class overlap issues in software fault prediction;The Journal of Supercomputing;2024-06-27
2. Handling class overlap and imbalance using overlap driven under-sampling with balanced random forest in software defect prediction;Innovations in Systems and Software Engineering;2024-06-18
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