VALIDATION ASSESSMENTS ON RESAMPLING METHOD IN IMBALANCED BINARY CLASSIFICATION FOR LINEAR DISCRIMINANT ANALYSIS

VALIDATION ASSESSMENTS ON RESAMPLING METHOD IN IMBALANCED BINARY CLASSIFICATION FOR LINEAR DISCRIMINANT ANALYSIS

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 undersampling (RUS) is one of the treatments...

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Bibliographic Details
Main Authors: Ahmad Hakiim Jamaluddin, Nor Idayu Mahat
Format: Article
Language:English
Published: UUM Press 2020-11-01
Series:Journal of ICT
Subjects:
linear discriminant analysis
pre-processing
resampling method
class imbalance
binary classification
Online Access:http://e-journal.uum.edu.my/index.php/jict/article/view/6358

Internet

http://e-journal.uum.edu.my/index.php/jict/article/view/6358

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