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

Journal
Przeglad Elektrotechniczny
ISSN
00332097
Date Issued
2024-01-01
Author(s)
Sofri T.
Allan Melvin Andrew
Universiti Malaysia Perlis
Hasliza A Rahim @ Samsuddin
Universiti Malaysia Perlis
Nishizaki H.
Latifah Munirah Kamarudin
Universiti Malaysia Perlis
Wong P.W.
Soh P.J.
DOI
10.15199/48.2024.06.23
Handle (URI)
https://hdl.handle.net/20.500.14170/4914
Abstract
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.
Funding(s)
University of Yamanashi
Subjects
  • antenna and propagati...

File(s)
research repository notification.pdf (4.4 MB)
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