EEG-based stress identification and classification using deep learning

MA Hafeez, S Shakil - Multimedia Tools and Applications, 2023 - Springer
Mental stress has become one of the major reasons for the failure of students or their poor
performance in the traditional limited-duration examination system. In this study, we aim to …

Stress effects on exam performance using EEG

MA Hafeez, S Shakil, S Jangsher - 2018 14th International …, 2018 - ieeexplore.ieee.org
Mental stress can be one of the most prominent factors of failure or poor performance in
students. The traditional method of examination involves evaluating performance of students …

[HTML][HTML] A review on evaluating mental stress by deep learning using EEG signals

Y Badr, U Tariq, F Al-Shargie, F Babiloni… - Neural Computing and …, 2024 - Springer
Mental stress is a common problem that affects individuals all over the world. Stress reduces
human functionality during routine work and may lead to severe health defects. Early …

The effects of emotional stress on learning and memory cognitive functions: an EEG review study in education

O AlShorman, M Masadeh, A Alzyoud… - … Conference on e …, 2020 - ieeexplore.ieee.org
The human body reacts to stress-causing threats by producing hormones for major
physiological changes. The body of a stressed student is subject to three major drawbacks …

Stress Analysis in Online Examination using Deep Learning Approach

P Prabhakar, S Palaniswamy… - 2023 IEEE 8th …, 2023 - ieeexplore.ieee.org
Nowadays, learning has changed its mode from offline to online, ie, e-Learning. This e-
learning has become more popular during the pandemic situations. Many platforms offer …

[HTML][HTML] Frontal lobe real-time EEG analysis using machine learning techniques for mental stress detection

O AlShorman, M Masadeh, MBB Heyat… - Journal of integrative …, 2022 - imrpress.com
Stress has become a dangerous health problem in our life, especially in student education
journey. Accordingly, previous methods have been conducted to detect mental stress based …

Investigating different stress-relief methods using Electroencephalogram (EEG)

Y Zhang, Q Wang, ZY Chin… - 2020 42nd Annual …, 2020 - ieeexplore.ieee.org
Mental stress is a prevalent issue in the modern society and a prominent contributing factor
to various physical and psychological diseases. This paper investigates the feasibility of …

Revealing Neural Stress Patterns: Investigating the Efficacy of Eeg Recordings in a Targeted Dataset for Precise Stress Detection

SAMJ Mane, M Patil, A Shinde - Available at SSRN 4724661 - papers.ssrn.com
This article presents an EEG dataset collected using the EMOTIV Insight EEG 5-Channel
Sensor kit during five different types of stimulation: complex mathematical problem solving …

Deep Convolutional Neural Network for the Detection of Psychological Stress Using Multiple Criteria for Feature Selection Determined Based on the Confidence …

NR Hatwar, UH Gawande - International Journal of Intelligent Systems and …, 2024 - ijisae.org
This study looks at how stress impacts how people function each day and its connection to
different brain health issues. It suggests the human brain plays a central role in responding …

A conceptual analysis for the measurement of stress intensity by deep learning using EEG signals

AS Nikhil, NN Banakar… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Several Health-related issues are caused due to mental stress. In Initial stages the level of
mental stress can be measured using tools which are developed by Physicians and …