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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Bibliographic Details

Published in:	Information and software technology Vol. 129; p. 106432
Main Authors:	Feng, Shuo, Keung, Jacky, Yu, Xiao, Xiao, Yan, Bennin, Kwabena Ebo, Kabir, Md Alamgir, Zhang, Miao
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.01.2021
Subjects:	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 Access:	Get full text
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