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

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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 treatment...

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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:https://e-journal.uum.edu.my/index.php/jict/article/view/12401

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