[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 …

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 …

Introduction to multimodal learning analytics

M Giannakos, D Spikol, D Di Mitri, K Sharma… - The multimodal learning …, 2022 - Springer
This chapter provides an introduction and an overview of this edited book on Multimodal
Learning Analytics (MMLA). The goal of this book is to introduce the reader to the field of …

[HTML][HTML] Research trends in multimodal learning analytics: A systematic mapping 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 …

From signals to knowledge: A conceptual model for multimodal learning analytics

D Di Mitri, J Schneider, M Specht… - Journal of Computer …, 2018 - Wiley Online Library
Multimodality in learning analytics and learning science is under the spotlight. The
landscape of sensors and wearable trackers that can be used for learning support is …

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 …

[图书][B] The multimodal learning analytics handbook

The multimodal learning analytics handbook Michail Giannakos· Daniel Spikol· Daniele Di Mitri·
Kshitij Sharma· Xavier Ochoa· Rawad Hammad Editors The Multimodal Learning Analytics …

Read between the lines: An annotation tool for multimodal data for learning

D Di Mitri, J Schneider, R Klemke, M Specht… - Proceedings of the 9th …, 2019 - dl.acm.org
This paper introduces the Visual Inspection Tool (VIT) which supports researchers in the
annotation of multimodal data as well as the processing and exploitation for learning …

Multimodal learning analytics as a tool for bridging learning theory and complex learning behaviors

M Worsley - Proceedings of the 2014 ACM workshop on Multimodal …, 2014 - dl.acm.org
The recent emergence of several low-cost, high resolution, multimodal sensors has greatly
facilitated the ability for researchers to capture a wealth of data across a variety of contexts …

Multimodal Data Collection Made Easy: The EZ-MMLA Toolkit: A data collection website that provides educators and researchers with easy access to multimodal data …

J Hassan, J Leong, B Schneider - LAK21: 11th international learning …, 2021 - dl.acm.org
While Multimodal Learning Analytics (MMLA) is becoming a popular methodology in the
LAK community, most educational researchers still rely on traditional instruments for …