[HTML][HTML] Research trends in multimodal learning analytics: A systematic map** study

H Ouhaichi, D Spikol, B Vogel - Computers and Education: Artificial …, 2023 - Elsevier
Understanding and improving education are critical goals of learning analytics. However,
learning is not always mediated or aided by a digital system that can capture digital traces …

Challenges and opportunities of multimodal data in human learning: The computer science students' perspective

K Mangaroska, R Martinez‐Maldonado… - Journal of Computer …, 2021 - Wiley Online Library
Multimodal data have the potential to explore emerging learning practices that extend
human cognitive capacities. A critical issue stretching in many multimodal learning analytics …

[PDF][PDF] The promise and challenges of multimodal learning analytics

M Cukurova, M Giannakos… - British Journal of …, 2020 - discovery.ucl.ac.uk
Learning outcomes are the result of interactions between intraindividual factors, such as
prior knowledge, emotions, and motivation; as well as the contextual factors in which the …

[PDF][PDF] Multimodal learning analytics-Rationale, process, examples, and direction

X Ochoa, C Lang, G Siemens, A Wise… - The handbook of …, 2022 - researchgate.net
This chapter is an introduction to the use of multiple modalities of learning trace data to
better understand and feedback learning processes that occur both in digital and face-to …

[HTML][HTML] Children's play and problem-solving in motion-based learning technologies using a multi-modal mixed methods approach

S Lee-Cultura, K Sharma, M Giannakos - International Journal of Child …, 2022 - Elsevier
Abstract Motion-Based Learning Technologies (MBLT) offer a promising approach for
integrating play and problem-solving behaviour within children's learning. The proliferation …

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 …

Augmenting learning analytics with multimodal sensory data​

X Ochoa, M Worsley - Journal of Learning Analytics, 2016 - learning-analytics.info
Abstract The goal of Learning Analytics is to understand and improve learning. However,
learning does not always occur through or mediated by a technological system that can …

What do you mean by collaboration analytics? A conceptual model

R Martinez-Maldonado, D Gašević… - Journal of Learning …, 2021 - opus.lib.uts.edu.au
Using data to generate a deeper understanding of collaborative learning is not new, but
automatically analyzing log data has enabled new means of identifying key indicators of …

Theory-driven design in metaverse virtual reality learning environments: Two illustrative cases

T Kim, J Planey, R Lindgren - IEEE Transactions on Learning …, 2023 - ieeexplore.ieee.org
The metaverse entails modes of interactivity that hold enormous potential for education in
various contexts and domains. The metaverse represents a convergence of technologies …

[หนังสือ][B] Handbook of automated scoring: Theory into practice

D Yan, AA Rupp, PW Foltz - 2020 - books.google.com
" Automated scoring engines [...] require a careful balancing of the contributions of
technology, NLP, psychometrics, artificial intelligence, and the learning sciences. The …