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...

Celý popis

Podrobná bibliografie

Vydáno v:	Information and software technology Ročník 129; s. 106432
Hlavní autoři:	Feng, Shuo, Keung, Jacky, Yu, Xiao, Xiao, Yan, Bennin, Kwabena Ebo, Kabir, Md Alamgir, Zhang, Miao
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Elsevier B.V 01.01.2021
Témata:	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
On-line přístup:	Získat plný text
Tagy:	Přidat tag Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!