A systematic review on educational data mining

A Dutt, MA Ismail, T Herawan - Ieee Access, 2017 - ieeexplore.ieee.org
Presently, educational institutions compile and store huge volumes of data, such as student
enrolment and attendance records, as well as their examination results. Mining such data …

A survey of machine learning techniques in physiology based mental stress detection systems

SS Panicker, P Gayathri - Biocybernetics and Biomedical Engineering, 2019 - Elsevier
Various automated/semi-automated medical diagnosis systems based on human physiology
have been gaining enormous popularity and importance in recent years. Physiological …

Cognitive and affective brain–computer interfaces for improving learning strategies and enhancing student capabilities: A systematic literature review

N Jamil, AN Belkacem, S Ouhbi, C Guger - Ieee Access, 2021 - ieeexplore.ieee.org
Brain–computer interface (BCI) technology has the potential to positively contribute to the
educational learning environment, which faces many challenges and shortcomings …

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 …

Towards eye tracking based learning style identification

D Bittner, F Hauser, VK Nadimpalli… - Proceedings of the 5th …, 2023 - dl.acm.org
The dropout rate at universities has been very high for years. Thereby, the inexperience and
lack of knowledge of students in dealing with individual learning paths in various courses of …

A multi-feature and time-aware-based stress evaluation mechanism for mental status adjustment

M Chen, W Xiao, M Li, Y Hao, L Hu, G Tao - ACM Transactions on …, 2022 - dl.acm.org
With the rapid economic development, the prominent social competition has led to
increasing psychological pressure of people felt from each aspect of life. Driven by the …

Identifying problem solving strategies for learning styles in engineering students subjected to intelligence test and EEG monitoring

FM Córdova, MH Díaz, F Cifuentes, L Cañete… - Procedia Computer …, 2015 - Elsevier
The cognitive approach of learning agrees in that behavior of the individual correlates with
certain complex and dynamic mental processing operations modulated by certain internal …

Understanding the relationship between physiological signals and digital game-based learning outcome

CH Wu, YL Tzeng, YM Huang - Journal of Computers in Education, 2014 - Springer
Digital game-based learning (DGBL) has been regarded as an effective method to drive
learners' motivation and positive emotions. Recent studies have mostly focused on exploring …

Understanding clinical reasoning through visual Scanpath and brain activity analysis

I Jraidi, M Chaouachi, A Ben Khedher, SP Lajoie… - Computation, 2022 - mdpi.com
This paper presents an experimental study that analyzes learners' visual behaviour and
brain activity in clinical reasoning. An acquisition protocol was defined to record eye tracking …

Your substance abuse disorder is an open secret! Gleaning sensitive personal information from templates in an EEG-based authentication system

R Matovu, A Serwadda - 2016 IEEE 8th International …, 2016 - ieeexplore.ieee.org
Given the task of designing an authentication system that uses brain waves as input,
researchers typically focus on the sole objective of maximizing authentication accuracy. In …