Automatic content analysis of asynchronous discussion forum transcripts: A systematic literature review

M Ahmad, K Junus, HB Santoso - Education and Information Technologies, 2022 - Springer
In recent years, the use of asynchronous discussion forums in online learning has increased
rapidly. In earlier studies, content analysis is the most-used research method in exploring …

Mitigating biases in student performance prediction via attention-based personalized federated learning

YW Chu, S Hosseinalipour, E Tenorio, L Cruz… - Proceedings of the 31st …, 2022 - dl.acm.org
Traditional learning-based approaches to student modeling generalize poorly to
underrepresented student groups due to biases in data availability. In this paper, we …

Evaluating the efficiency of social learning networks: Perspectives for harnessing learning analytics to improve discussions

T Doleck, DJ Lemay, CG Brinton - Computers & Education, 2021 - Elsevier
This study evaluates the validity of an algorithm for measuring the efficiency of social
learning networks in discussion forums accompanying MOOCs of conventional format …

Learners' interaction patterns in asynchronous online discussions: An integration of the social and cognitive interactions

S Liu, T Hu, H Chai, Z Su, X Peng - British Journal of …, 2022 - Wiley Online Library
Studying the networked nature of social and cognitive aspects of learner interactions is the
key to understanding how successful collaborative learning occurs in asynchronous online …

Exploring the efficacy of ChatGPT in analyzing Student Teamwork Feedback with an existing taxonomy

A Katz, S Wei, G Nanda, C Brinton… - arXiv preprint arXiv …, 2023 - arxiv.org
Teamwork is a critical component of many academic and professional settings. In those
contexts, feedback between team members is an important element to facilitate successful …

Online learning communities in the COVID-19 pandemic: Social learning network analysis of twitter during the shutdown

DJ Lemay, T Doleck - 2020 - summit.sfu.ca
This paper presents a social learning network analysis of Twitter during the 2020 global
shutdown due to the COVID-19 pandemic. Research concerning online learning …

[HTML][HTML] Learning Mediated by Social Network for Education in K-12: Levels of Interaction, Strategies, and Difficulties

AJ Pereira, AS Gomes, TT Primo, RL Rodrigues… - Education …, 2023 - mdpi.com
This study aims to capture evidence on the effectiveness of emergency remote learning
mediated by educational technology according to the interaction levels of K-12 students. The …

Click-based student performance prediction: A clustering guided meta-learning approach

YW Chu, E Tenorio, L Cruz, K Douglas… - … Conference on Big …, 2021 - ieeexplore.ieee.org
We study the problem of predicting student knowledge acquisition in online courses from
clickstream behavior. Motivated by the proliferation of eLearning lecture delivery, we …

Constructivist educational technology: Re‐examining the foundations and state of the literature

DJ Lemay, T Doleck - British Journal of Educational …, 2020 - Wiley Online Library
With this special section, we hope to draw attention to educational technology designed for
expanding human capability, that is, educational technology for accelerating and enabling …

Bats: A spectral biclustering approach to single document topic modeling and segmentation

Q Wu, A Hare, S Wang, Y Tu, Z Liu… - ACM Transactions on …, 2021 - dl.acm.org
Existing topic modeling and text segmentation methodologies generally require large
datasets for training, limiting their capabilities when only small collections of text are …