Role of multimodal learning systems in technology-enhanced learning (tel): A sco** review

Y Lee, B Limbu, Z Rusak, M Specht - European Conference on Technology …, 2023 - Springer
Technology-enhanced learning systems, specifically multimodal learning technologies, use
sensors to collect data from multiple modalities to provide personalized learning support …

[PDF][PDF] Artificial Intelligence in Multimodal Learning Analytics: A Systematic Literature Review

M Mohammadi, E Tajik, R Martinez-Maldonado… - 2024 - researchgate.net
The proliferation of educational technologies has generated unprecedented volumes of
diverse, multimodal learner data, offering rich insights into learning processes and …

Can we empower attentive e-reading with a social robot? an introductory study with a novel multimodal dataset and deep learning approaches

Y Lee, M Specht - LAK23: 13th International Learning Analytics and …, 2023 - dl.acm.org
Reading on digital devices has become more commonplace, while it often poses challenges
to learners' attention. In this study, we hypothesized that allowing learners to reflect on their …

A social robot as your reading companion: exploring the relationships between gaze patterns and knowledge gains

X Liu, J Ma, Q Wang - Journal on Multimodal User Interfaces, 2024 - Springer
Intelligent tutoring systems have been widely used in educational activities over the past 20
years. With significantly less effort put into writing or reading assistance, the majority of …

Unveiling cognitive processes in digital reading through behavioural cues: A hybrid intelligence (HI) approach

Y Lee, G Migut, M Specht - British Journal of Educational …, 2024 - Wiley Online Library
Learner behaviours often provide critical clues about learners' cognitive processes.
However, the capacity of human intelligence to comprehend and intervene in learners' …

[PDF][PDF] Interactive intelligence: Multimodal AI for real-time interaction loop towards attentive e-reading

Y Lee - Delft University of Technology, 2024 - pure.tudelft.nl
E-learning has shifted the traditional learning paradigms in higher education, offering more
flexible, ubiquitous, and personalized learning experiences. The previous years' COVID-19 …

What attention regulation behaviors tell us about learners in e-reading?: Adaptive data-driven persona development and application based on unsupervised learning

Y Lee, G Migut, M Specht - IEEE Access, 2023 - ieeexplore.ieee.org
Different individual features of the learner data often work as essential indicators of learning
and intervention needs. This work exploits the personas in the design thinking process as …

Behavior-based feedback loop for attentive e-reading (bflae): A real-time computer vision approach

Y Lee, MA Migut, MM Specht - 2023 - repository.tudelft.nl
This study is built upon a behavior-based framework for real-time attention evaluation of
higher education learners in e-reading. Significant challenges in AI model developments for …

What Attention Regulation Behaviors Tell Us About Learners in E-Reading?

Y Lee, MA Migut, MM Specht - 2023 - repository.tudelft.nl
Different individual features of the learner data often work as essential indicators of learning
and intervention needs. This work exploits the personas in the design thinking process as …