COSTE: Complexity-based OverSampling TEchnique to alleviate the class imbalance problem in software defect prediction

Generally, there are more non-defective instances than defective instances in the datasets used for software defect prediction (SDP), which is referred to as the class imbalance problem. Oversampling techniques are frequently adopted to alleviate the problem by generating new synthetic defective ins...

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Veröffentlicht in:	Information and software technology Jg. 129; S. 106432
Hauptverfasser:	Feng, Shuo, Keung, Jacky, Yu, Xiao, Xiao, Yan, Bennin, Kwabena Ebo, Kabir, Md Alamgir, Zhang, Miao
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier B.V 01.01.2021
Schlagworte:	Class imbalance Effort-aware defect prediction MAHAKIL Oversampling SMOTE Software defect prediction MAHAKIL Effort-aware defect prediction SMOTE Oversampling Software defect prediction Class imbalance
ISSN:	0950-5849, 1873-6025
Online-Zugang:	Volltext
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