[HTML][HTML] EEG-based emotion recognition: Review of commercial EEG devices and machine learning techniques

D Dadebayev, WW Goh, EX Tan - … of King Saud University-Computer and …, 2022 - Elsevier
Emotion recognition based on electroencephalography (EEG) signal features is now one of
the booming big data research areas. As the number of commercial EEG devices in the …

Deep learning-based EEG emotion recognition: a comprehensive review

Y Geng, S Shi, X Hao - Neural Computing and Applications, 2024 - Springer
Emotion recognition has been used in a wide range of different fields, such as human–
computer interaction, safe driving, education and medical treatment. Compared with text …

Student Engagement Recognition: Comprehensive Analysis through EEG and Verification by Image Traits using Deep Learning Techniques

A Sukumaran, A Manoharan - IEEE Access, 2025 - ieeexplore.ieee.org
With the advancement in educational technologies and strategies, hybrid and online
teaching methods are gaining significant popularity. Student engagement is an important …

Developing a portable, customizable, single-channel EEG device for homecare and validating it against a commercial EEG device

M Tóth - 2023 - aaltodoc.aalto.fi
There are several commercial electroencephalography (EEG) devices on the market;
however, affordable devices are not versatile for diverse research applications. The purpose …

BlinkFruity: a real-time EEG based neurofeedback game for brain-computer interface

RMS Parbez, KA Mamun - 2020 2nd International Conference …, 2020 - ieeexplore.ieee.org
The Brain-Computer Interface (BCI) is a communication channel between the brain and the
computer. It works by detecting the production of currents due to brain cell activity. Among …

EEG Patterns on Learning Concentration Using Short Learning Videos Based on Time-Frequency Domain

SS Pakadang, AD Wibawa… - … International Seminar on …, 2024 - ieeexplore.ieee.org
Learning concentration has a very important role in every learning process. One way to
maintain concentration and one of the most popular methods in learning used today is …

An Online Teaching Video Evaluation Scheme Based on EEG Signals and Machine Learning

H Huang, G Han, F Xiao, R Wang - … and Mobile Computing, 2022 - Wiley Online Library
Nowadays, the number of online teaching videos is rising rapidly; how to evaluate the actual
effect of these videos objectively and justly is a hot issue. To solve this problem, this paper …

Developing a portable, customizable, single-channel EEG device for homecare and validating it against a commercial EEG device

M Károly Tóth - 2023 - diva-portal.org
There are several commercial electroencephalography (EEG) devices on the market;
however, affordable devices are not versatile for diverse research applications. The purpose …

[PDF][PDF] of thesis Developing a portable, customizable, single-channel EEG device

MK Tóth - 2023 - core.ac.uk
There are several commercial electroencephalography (EEG) devices on the market;
however, affordable devices are not versatile for diverse research applications. The purpose …

[PDF][PDF] Reading Speed & Reading Comprehension: Department of English Education

T Leroux, L Reinbold - 白鴎大学教育学部論集, 2020 - hakuoh.repo.nii.ac.jp
This study examined the reading speed and comprehension level of 1st and 2nd-year
university participants (N= 28) in Japan over a 13-week period. The results suggest a …