Validation assessments on Resampling Method in Imbalanced Binary Classification for Linear Discriminant Analysis

• Main Authors: Jamaluddin, Ahmad Hakiim, Mahat, Nor Idayu
• Format: Article
• Language: English
• Published: Universiti Utara Malaysia Press 2021
• Subjects: QA Mathematics
• Online Access: https://repo.uum.edu.my/id/eprint/28789/1/JICT%2020%2001%202021%2083-102.pdf; https://doi.org/10.32890/jict.20.1.2021.6358; https://repo.uum.edu.my/id/eprint/28789/; https://e-journal.uum.edu.my/index.php/jict/article/view/jict.20.1.2021.6358; https://doi.org/10.32890/jict.20.1.2021.6358
• Institution: Universiti Utara Malaysia

The curse of class imbalance affects the performance of many conventional classification algorithms including linear discriminant analysis (LDA). The data pre-processing approach through some resampling methods such as random oversampling (ROS) and random under sampling (RUS) is one of the treatment...