Physiological Signals as Predictors of Mental Workload: Evaluating Single Classifier and Ensemble Learning Models

Physiological Signals as Predictors of Mental Workload: Evaluating Single Classifier and Ensemble Learning Models

With a growing emphasis on cognitive processing in occupational tasks and the prevalence of wearable sensing devices, understanding and managing mental workload has broad implications for safety, efficiency, and well-being. This study aims to develop machine learning (ML) models for predicting ment...

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Bibliographic Details
Main Authors: Nailul Izzah, Auditya Purwandini Sutarto, Ade Hendi, Maslakhatul Ainiyah, Muhammad Nubli bin Abdul Wahab
Format: Article
Language:English
Published: Universitas Andalas 2023-12-01
Series:Jurnal Optimasi Sistem Industri
Subjects:
mental workload
heart rate variability
machine learning
prediction
cognitive
support vector machine
Online Access:https://josi.ft.unand.ac.id/index.php/josi/article/view/35
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