A review on data fusion in multimodal learning analytics and educational data mining

W Chango, JA Lara, R Cerezo… - … Reviews: Data Mining …, 2022 - Wiley Online Library
The new educational models such as smart learning environments use of digital and context‐
aware devices to facilitate the learning process. In this new educational scenario, a huge …

An experimental platform for real-time students engagement measurements from video in stem classrooms

I Alkabbany, AM Ali, C Foreman, T Tretter, N Hindy… - Sensors, 2023 - mdpi.com
The ability to measure students' engagement in an educational setting may facilitate timely
intervention in both the learning and the teaching process in a variety of classroom settings …

Understanding flow experience in video learning by multimodal data

Y Wang, B Chen, H Liu, Z Hu - International Journal of Human …, 2024 - Taylor & Francis
Video-based learning has successfully become an effective alternative to face-to-face
instruction. In such situations, modeling or predicting learners' flow experience during video …

Progress in Multimodal Affective Computing: From Machine Learning to Deep Learning

M Chanchal, B Vinoth Kumar - Smart Computer Vision, 2023 - Springer
Introduction: Human reaction varies from person to person, so developing a generic model
to find the emotion has its own requirement. Due to the increase in the necessity to interpret …