Allan Melvin Andrew

Preferred name

Allan Melvin Andrew

Official Name

Allan Melvin, Andrew

Alternative Name

Andrew, Allan Melvin

Andrew, Allan M.

Melvin, A. A.

Main Affiliation

Universiti Malaysia Perlis

Scopus Author ID

36469871200

Researcher ID

GDH-3820-2022

Research Output

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Enhancing Predictive Models for Assessing 5G Exposure Effects on Human Health and Cognition through Supervised Machine Learning: A Multi-Stage Feature Selection Approach

( 2024-01-01)
Sofri T.
;
Allan Melvin Andrew
;
Hasliza A Rahim @ Samsuddin
;
Nishizaki H.
;
Latifah Munirah Kamarudin
;
Wong P.W.
;
Soh P.J.

No prior reviews have focused on any comprehensively examine the effects of 5G exposure (700 MHz to 30 GHz) on human health and cognition using supervised Machine Learning (ML). This novel research combined the Multi-Stage Feature Selection (MSFS) and hybrid features for classification machine learning model. The approach which includes the use of MSFS, yielded better results in terms of accuracy, precision, F1-score, sensitivity, and specificity when contrasted with the approach that did not incorporate MSFS with accuracy more than 0.95 for both datasets.

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