Multimodal graph learning based on 3D Haar semi-tight framelet for student engagement prediction

M Li, X Zhuang, L Bai, W Ding - Information Fusion, 2024 - Elsevier
With the increasing availability of multimodal educational data, there is a growing need to
effectively integrate and exploit multiple data sources to enhance student engagement …

Multimodal Group Activity Dataset for Classroom Engagement Level Prediction

A Sabuncuoglu, TM Sezgin - arXiv preprint arXiv:2304.08901, 2023 - arxiv.org
We collected a new dataset that includes approximately eight hours of audiovisual
recordings of a group of students and their self-evaluation scores for classroom …

User Performance Modelling for Spatial Entities Comparison with Geodashboards: Using View Quality and Distractor as Concepts

S Meißner, A Degbelo - Companion Proceedings of the 16th ACM …, 2024 - dl.acm.org
Geodashboards are increasingly available but there is still a lack of understanding about the
design elements that contribute to a positive user experience. This work addresses that gap …

Developing Text Mining Web Applications for Teaching and Learning Using Shiny Apps

INIBM Rosli, NM Yusop - … Journal of Academic Research in Progressive …, 2023 - ijarped.com
Text mining has emerged as a vital technique for extracting insights from large volumes of
textual data. This research paper presents the development of an interactive Shiny apps …

Applying Learning Analytics Approaches to Detect and Track Students' Cognitive States During Virtual Problem-Solving Activities

Z Pan, C Li, W Zou, M Liu - Perspectives on Learning Analytics for …, 2023 - igi-global.com
A virtual problem-based learning (PBL) environment can generate large amounts of textual
or time-series usage data, providing instructors with opportunities to track and facilitate …

Towards Building Child-Centered Machine Learning Pipelines: Use Cases from K-12 and Higher-Education

A Sabuncuoglu, C Besevli, TM Sezgin - arXiv preprint arXiv:2304.09532, 2023 - arxiv.org
Researchers and policy-makers have started creating frameworks and guidelines for
building machine-learning (ML) pipelines with a human-centered lens. Machine Learning …

Using multimodal learning analytics as a formative assessment tool: Exploring collaborative dynamics in mathematics teacher education

J Moon, S Yeo, SK Banihashem… - Journal of Computer … - Wiley Online Library
Background Traditionally, understanding students' learning dynamics, collaboration,
emotions, and their impact on performance has posed challenges in formative assessment …