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 …

Multimodal data capabilities for learning: What can multimodal data tell us about learning?

K Sharma, M Giannakos - British Journal of Educational …, 2020 - Wiley Online Library
Most research on learning technology uses clickstreams and questionnaires as their primary
source of quantitative data. This study presents the outcomes of a systematic literature …

From data to insights: A layered storytelling approach for multimodal learning analytics

R Martinez-Maldonado, V Echeverria… - Proceedings of the …, 2020 - dl.acm.org
Significant progress to integrate and analyse multimodal data has been carried out in the
last years. Yet, little research has tackled the challenge of visualising and supporting the …

Multimodal data indicators for capturing cognitive, motivational, and emotional learning processes: A systematic literature review

O Noroozi, HJ Pijeira-Díaz, M Sobocinski… - Education and …, 2020 - Springer
This systematic review on data modalities synthesises the research findings in terms of how
to optimally use and combine such modalities when investigating cognitive, motivational …

A New Era in Multimodal Learning Analytics: Twelve Core Commitments to Ground and Grow MMLA.

M Worsley, R Martinez-Maldonado, C D'Angelo - Journal of Learning Analytics, 2021 - ERIC
Multimodal learning analytics (MMLA) has increasingly been a topic of discussion within the
learning analytics community. The Society of Learning Analytics Research is home to the …

Towards collaboration translucence: Giving meaning to multimodal group data

V Echeverria, R Martinez-Maldonado… - Proceedings of the …, 2019 - dl.acm.org
Collocated, face-to-face teamwork remains a pervasive mode of working, which is hard to
replicate online. Team members' embodied, multimodal interaction with each other and …

Assessment validity and learning analytics as prerequisites for ensuring student‐centred learning design

B Divjak, B Svetec, D Horvat… - British journal of …, 2023 - Wiley Online Library
To ensure the validity of an assessment programme, it is essential to align it with the
intended learning outcomes (LO). We present a model for ensuring assessment validity …

Focused or stuck together: multimodal patterns reveal triads' performance in collaborative problem solving

H Vrzakova, MJ Amon, A Stewart, ND Duran… - Proceedings of the …, 2020 - dl.acm.org
Collaborative problem solving (CPS) in virtual environments is an increasingly important
context of 21st century learning. However, our understanding of this complex and dynamic …

[HTML][HTML] Unveiling joint attention dynamics: Examining multimodal engagement in an immersive collaborative astronomy simulation

J Kang, Y Zhou, RJ Rajarathinam, Y Tan… - Computers & …, 2024 - Elsevier
Numerous computer-based collaborative learning environments have been developed to
support collaborative problem-solving. Yet, understanding the complexity and dynamic …

Architecting analytics across multiple e-learning systems to enhance learning design

K Mangaroska, B Vesin, V Kostakos… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
With the wide expansion of distributed learning environments the way we learn became
more diverse than ever. This poses an opportunity to incorporate different data sources of …