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 …

Bridging computer and education sciences: A systematic review of automated emotion recognition in online learning environments

S Yu, A Androsov, H Yan, Y Chen - Computers & Education, 2024 - Elsevier
Emotions play an important role in the learning process. With intelligent technology support,
identification and intervention of learners' cognition have made great achievement, but the …

Cross-subject multimodal emotion recognition based on hybrid fusion

Y Cimtay, E Ekmekcioglu, S Caglar-Ozhan - IEEE Access, 2020 - ieeexplore.ieee.org
Multimodal emotion recognition has gained traction in affective computing research
community to overcome the limitations posed by the processing a single form of data and to …

The 'smart'classroom: a new frontier in the age of the smart university

M Kwet, P Prinsloo - Teaching in Higher Education, 2020 - Taylor & Francis
This article examines developments in the 'smart classroom'as a new frontier for the
university. It provides a conceptual map of the scope and limitations of smart classrooms …

End-to-end multimodal affect recognition in real-world environments

P Tzirakis, J Chen, S Zafeiriou, B Schuller - Information Fusion, 2021 - Elsevier
Automatic affect recognition in real-world environments is an important task towards a
natural interaction between humans and machines. The recent years, several …

Artificial intelligence moving serious gaming: Presenting reusable game AI components

W Westera, R Prada, S Mascarenhas… - Education and …, 2020 - Springer
This article provides a comprehensive overview of artificial intelligence (AI) for serious
games. Reporting about the work of a European flagship project on serious game …

The influence of video format on engagement and performance in online learning

S Lackmann, PM Léger, P Charland, C Aubé, J Talbot - Brain Sciences, 2021 - mdpi.com
Millions of students follow online classes which are delivered in video format. Several
studies examine the impact of these video formats on engagement and learning using …

A survey on databases for multimodal emotion recognition and an introduction to the VIRI (visible and InfraRed image) database

MFH Siddiqui, P Dhakal, X Yang, AY Javaid - Multimodal Technologies …, 2022 - mdpi.com
Multimodal human–computer interaction (HCI) systems pledge a more human–human-like
interaction between machines and humans. Their prowess in emanating an unambiguous …

Understanding cartoon emotion using integrated deep neural network on large dataset

N Jain, V Gupta, S Shubham, A Madan… - Neural Computing and …, 2022 - Springer
Emotion is an instinctive or intuitive feeling as distinguished from reasoning or knowledge. It
varies over time, since it is a natural instinctive state of mind deriving from one's …

A multimodal facial emotion recognition framework through the fusion of speech with visible and infrared images

MFH Siddiqui, AY Javaid - Multimodal Technologies and Interaction, 2020 - mdpi.com
The exigency of emotion recognition is pushing the envelope for meticulous strategies of
discerning actual emotions through the use of superior multimodal techniques. This work …