A broad review on class imbalance learning techniques

• Published in: Applied soft computing Vol. 143; p. 110415
• Main Authors: Rezvani, Salim, Wang, Xizhao
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.08.2023
• Subjects: Algorithmic structures techniques; Data pre-processing techniques; Hybrid techniques; Imbalanced learning; Support vector machine; Data pre-processing techniques; Algorithmic structures techniques; Support vector machine; Imbalanced learning; Hybrid techniques

The imbalanced learning issue is related to the performance of learning algorithms in the presence of asymmetrical class distribution. Due to the complex characteristics of imbalanced datasets, learning from such data need new algorithms and understandings to convert efficient large amounts of initi...