Literature review on co-located collaboration modeling using multimodal learning analytics—Can we go the whole nine yards?

S Praharaj, M Scheffel, H Drachsler… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Collaboration is one of the important 21st-century skills. It can take place in remote or co-
located settings. Co-located collaboration (CC) is a very complex process that involves …

Many are the ways to learn identifying multi-modal behavioral profiles of collaborative learning in constructivist activities

J Nasir, A Kothiyal, B Bruno, P Dillenbourg - International Journal of …, 2021 - Springer
Understanding the way learners engage with learning technologies, and its relation with
their learning, is crucial for motivating design of effective learning interventions. Assessing …

Modelling co-located team communication from voice detection and positioning data in healthcare simulation

L Zhao, L Yan, D Gasevic, S Dix, H Jaggard… - … learning analytics and …, 2022 - dl.acm.org
In co-located situations, team members use a combination of verbal and visual signals to
communicate effectively, among which positional forms play a key role. The spatial patterns …

Towards automatic collaboration analytics for group speech data using learning analytics

S Praharaj, M Scheffel, M Schmitz, M Specht… - Sensors, 2021 - mdpi.com
Collaboration is an important 21st Century skill. Co-located (or face-to-face) collaboration
(CC) analytics gained momentum with the advent of sensor technology. Most of these works …

Towards collaborative convergence: quantifying collaboration quality with automated co-located collaboration analytics

S Praharaj, M Scheffel, M Schmitz, M Specht… - … learning analytics and …, 2022 - dl.acm.org
Collaboration is one of the four important 21st-century skills. With the pervasive use of
sensors, interest on co-located collaboration (CC) has increased lately. Most related …

Sensing the Intentions to Speak in VR Group Discussions

J Chen, C Gu, J Zhang, Z Liu, S Konomi - Sensors, 2024 - mdpi.com
While virtual reality (VR) technologies enable remote communication through the use of 3D
avatars, it is often difficult to foster engaging group discussions without addressing the …

Measuring collaboration quality through audio data and learning analytics

S Praharaj, M Scheffel, M Specht… - … Observations of Learning …, 2023 - Springer
Collaboration is an important twenty-first-century skill. Collaboration quality detection can
help to support collaboration. This chapter addresses the collaboration quality detection and …

Characterization of collaboration in a virtual environment with gaze and speech signals

A Léchappé, A Milliat, C Fleury, M Chollet… - … Publication of the 25th …, 2023 - dl.acm.org
Collaboration during the completion of complex tasks requires synchronization and effective
communication within teams. In this paper, we study multimodal collaboration metrics with …

Multimodal detection of engagement in groups of children using rank learning

J Kim, KP Truong, V Charisi, C Zaga, V Evers… - … Workshop, HBU 2016 …, 2016 - Springer
In collaborative play, children exhibit different levels of engagement. Some children are
engaged with other children while some play alone. In this study, we investigated …

A Multimodal Analysis of Iranian EFL Learners Willingness to Participate in Collaborative Tasks: A Conversation Analysis Approach

K Afzali, H Astaraki - Applied Research on English Language, 2021 - are.ui.ac.ir
Despite the fact that classroom interaction is an indispensable aspect of language learning,
many EFL students do not show any willingness to participate (WTP) in classroom activities …