Optimal Weighted Learning of PCA and PLS for Multicollinearity Discriminators and Imbalanced Groups in Big Data (S/O: 13224)

• Main Authors: Mahat, Nor Idayu, Engku Abu Bakar, Engku Muhammad Nazri, Zakaria, Ammar, Mohd Nazir, Mohd Amril Nurman, Misiran, Masnita
• Format: Monograph
• Language: English
• Published: UUM
• Subjects: QA Mathematics
• Online Access: https://repo.uum.edu.my/id/eprint/31770/1/13224.pdf; https://repo.uum.edu.my/id/eprint/31770/

This study developed an algorithm for statistical classification that enable ones to classify a future data to one of predetermined groups based on the measured data which facing two major threats; (i) multicollinearity among the measured variables and (ii) imbalanced groups. The developed algorithm...