Multimodal data fusion in learning analytics: A systematic review

S Mu, M Cui, X Huang - Sensors, 2020 - mdpi.com
Multimodal learning analytics (MMLA), which has become increasingly popular, can help
provide an accurate understanding of learning processes. However, it is still unclear how …

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) …

Consumer grade brain sensing for emotion recognition

P Lakhan, N Banluesombatkul… - IEEE Sensors …, 2019 - ieeexplore.ieee.org
For several decades, electroencephalography (EEG) has featured as one of the most
commonly used tools in emotional state recognition via monitoring of distinctive brain …

Exploring collaborative writing of user stories with multimodal learning analytics: A case study on a software engineering course

R Noel, F Riquelme, R Mac Lean, E Merino… - IEEE …, 2018 - ieeexplore.ieee.org
Software engineering is the application of principles used in engineering design,
development, testing, deployment, and management of software systems. One of the …

A multimodal real-time feedback platform based on spoken interactions for remote active learning support

H Cornide-Reyes, F Riquelme, D Monsalves, R Noel… - Sensors, 2020 - mdpi.com
While technology has helped improve process efficiency in several domains, it still has an
outstanding debt to education. In this article, we introduce NAIRA, a Multimodal Learning …

Introducing low-cost sensors into the classroom settings: Improving the assessment in agile practices with multimodal learning analytics

H Cornide-Reyes, R Noël, F Riquelme, M Gajardo… - Sensors, 2019 - mdpi.com
Currently, the improvement of core skills appears as one of the most significant educational
challenges of this century. However, assessing the development of such skills is still a …

Visualizing collaboration in teamwork: A multimodal learning analytics platform for non-verbal communication

R Noël, D Miranda, C Cechinel, F Riquelme, TT Primo… - Applied Sciences, 2022 - mdpi.com
Developing communication skills in collaborative contexts is of special interest for
educational institutions, since these skills are crucial to forming competent professionals for …

Where are you? Exploring micro-location in indoor learning environments

F Riquelme, R Noel, H Cornide-Reyes, G Geldes… - IEEE …, 2020 - ieeexplore.ieee.org
Classroom teaching methodologies are gradually changing from masterclasses to active
learning practices, and peer collaboration emerges as an essential skill to be developed …

Using multimodal learning analytics to study collaboration on discussion groups: A social network approach

F Riquelme, R Munoz, R Mac Lean, R Villarroel… - Universal Access in the …, 2019 - Springer
Nowadays, companies and organizations require highly competitive professionals that have
the necessary skills to confront new challenges. However, current evaluation techniques do …

A learning analytics framework to analyze corporal postures in students presentations

F Vieira, C Cechinel, V Ramos, F Riquelme, R Noel… - Sensors, 2021 - mdpi.com
Communicating in social and public environments are considered professional skills that
can strongly influence career development. Therefore, it is important to proper train and …