Individual differences and personalized learning: a review and appraisal

SY Chen, JH Wang - Universal Access in the Information Society, 2021 - Springer
Personalized learning allows students to pursue individual learning goals at their own pace.
Such a benefit is achieved by understanding each individual's needs. Hence, it is important …

Emotions matter: A systematic review and meta-analysis of the detection and classification of students' emotions in stem during online learning

A Anwar, IU Rehman, MM Nasralla, SBA Khattak… - Education …, 2023 - mdpi.com
In recent years, the rapid growth of online learning has highlighted the need for effective
methods to monitor and improve student experiences. Emotions play a crucial role in …

Automatic recognition of student emotions from facial expressions during a lecture

G Tonguç, BO Ozkara - Computers & Education, 2020 - Elsevier
Emotions are of great significance in education as in all areas of human life. It is
acknowledged that, although the cultures of people, the environment where they live, and …

Facial emotion recognition of students using convolutional neural network

I Lasri, AR Solh, M El Belkacemi - 2019 third international …, 2019 - ieeexplore.ieee.org
Nowadays, deep learning techniques know a big success in various fields including
computer vision. Indeed, a convolutional neural networks (CNN) model can be trained to …

Facial expression recognition with convolutional neural networks

S Singh, F Nasoz - 2020 10th Annual Computing and …, 2020 - ieeexplore.ieee.org
Emotions are a powerful tool in communication and one way that humans show their
emotions is through their facial expressions. One of the challenging and powerful tasks in …

Modeling adaptive E-learning environment using facial expressions and fuzzy logic

M Megahed, A Mohammed - Expert Systems with Applications, 2020 - Elsevier
The integration of two or more intelligent systems, such as deep neural networks and fuzzy
techniques, results in so-called hybrid intelligent systems. These have recently attracted …

Real-time emotional health detection using fine-tuned transfer networks with multimodal fusion

A Sharma, K Sharma, A Kumar - Neural computing and applications, 2023 - Springer
Recognizing and regulating human emotion or a wave of riding emotions are a vital life skill
as it can play an important role in how a person thinks, behaves and acts. Accurate real-time …

Feature evaluation of emerging e-learning systems using machine learning: An extensive survey

SM Aslam, AK Jilani, J Sultana, L Almutairi - IEEE Access, 2021 - ieeexplore.ieee.org
As of late, with the progression of AI and man-made brainpower, there has been a
develo** spotlight on versatile e-learning. As all ways to deal with e-learning lose their …

Academic emotion classification using fer: A systematic review

JXY Lek, J Teo - Human Behavior and Emerging Technologies, 2023 - Wiley Online Library
Facial emotion expressions are among the most potent, natural, and powerful means of
human communication. Due to the COVID‐19 pandemic, educational institutions worldwide …

How multiple levels of metacognitive awareness operate in collaborative problem solving

A Çini, S Järvelä, M Dindar, J Malmberg - Metacognition and Learning, 2023 - Springer
Metacognitive awareness is knowing about learners' own thinking and learning, facilitated
by introspection and self-evaluation. Although metacognitive functions are personal, they …