The evidence of impact and ethical considerations of Multimodal Learning Analytics: A Systematic Literature Review

H Alwahaby, M Cukurova, Z Papamitsiou… - The multimodal learning …, 2022 - Springer
There is a growing interest in the research and use of multimodal data in learning analytics.
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …

Multimodal learning analytics for game‐based learning

A Emerson, EB Cloude, R Azevedo… - British journal of …, 2020 - Wiley Online Library
A distinctive feature of game‐based learning environments is their capacity to create
learning experiences that are both effective and engaging. Recent advances in sensor …

Multi-sensor eye-tracking systems and tools for capturing Student attention and understanding engagement in learning: A review

Y Wang, S Lu, D Harter - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
Dramatic advances in the design and deployment of sensors, edge communication and
computing in recent years have enabled a significant shift and evolution in education …

[PDF][PDF] Multimodal Learning Analytics' Past, Present, and Potential Futures.

M Worsley, R Martinez-Maldonado - CrossMMLA@ LAK, 2018 - ceur-ws.org
The first workshop on Multimodal Learning Analytics took place in 2012 at the International
Conference of Multimodal Interaction in Santa Monica, California. Since then researchers …

The use of tools of data mining to decision making in engineering education—A systematic mapping study

D Buenaño‐Fernandez, W Villegas‐CH… - Computer …, 2019 - Wiley Online Library
In recent years, there has been an increasing amount of theoretical and applied research
that has focused on educational data mining. The learning analytics is a discipline that uses …

How the predictors of math achievement change over time: A longitudinal machine learning approach.

R Lavelle-Hill, AC Frenzel, T Goetz… - Journal of …, 2024 - psycnet.apa.org
Researchers have focused extensively on understanding the factors influencing students'
academic achievement over time. However, existing longitudinal studies have often …

Recognition of students' mental states in discussion based on multimodal data and its application to educational support

S Peng, K Nagao - IEEE Access, 2021 - ieeexplore.ieee.org
Students will experience a complex mixture of mental states during discussion, including
concentration, confusion, frustration, and boredom, which have been widely acknowledged …

The effect of highly scaffolded versus general instruction on students' exploratory behavior and arousal

P Blikstein, JS Gomes, HT Akiba… - … , knowledge and learning, 2017 - Springer
Technology is changing the way students interact with knowledge, and open-ended
activities are one of the main types of tasks that students engage with in technology-rich …

Towards collaborative and intelligent learning environments based on eye tracking data and learning analytics: A survey

Y Wang, S Lu, D Harter - IEEE Access, 2021 - ieeexplore.ieee.org
The current pandemic has significantly impacted educational practices, modifying many
aspects of how and when we learn. In particular, remote learning and the use of digital …

Analysing domain-specific problem-solving processes within authentic computer-based learning and training environments by using eye-tracking: a scoping review

CW Mayer, A Rausch, J Seifried - Empirical Research in Vocational …, 2023 - Springer
Recently, many studies have been published on the use of eye-tracking to analyse complex
problem-solving processes within authentic computer-based learning and training …