Text mining in education

R Ferreira‐Mello, M André, A Pinheiro… - … : Data Mining and …, 2019 - Wiley Online Library
The explosive growth of online education environments is generating a massive volume of
data, specially in text format from forums, chats, social networks, assessments, essays …

[HTML][HTML] Social learning analytics in computer-supported collaborative learning environments: A systematic review of empirical studies

R Kaliisa, B Rienties, AI Mørch, A Kluge - Computers and Education Open, 2022 - Elsevier
Social learning analytics (SLA) is a promising approach for identifying students' social
learning processes in computer-supported collaborative learning (CSCL) environments. To …

[HTML][HTML] Rethinking the entwinement between artificial intelligence and human learning: What capabilities do learners need for a world with AI?

L Markauskaite, R Marrone, O Poquet, S Knight… - … and Education: Artificial …, 2022 - Elsevier
The proliferation of AI in many aspects of human life—from personal leisure, to collaborative
professional work, to global policy decisions—poses a sharp question about how to prepare …

[图书][B] Learning analytics explained

N Sclater - 2017 - taylorfrancis.com
Learning Analytics Explained draws extensively from case studies and interviews with
experts in order to discuss emerging applications of the new field of learning analytics …

Data-driven personalization of student learning support in higher education

DYT Liu, K Bartimote-Aufflick, A Pardo… - … and trends: A view of the …, 2017 - Springer
Despite the explosion of interest in big data in higher education and the ensuing rush for
catch-all predictive algorithms, there has been relatively little focus on the pedagogical and …

How to improve learning experience in MOOCs an analysis of online reviews of business courses on Coursera

X Wei, V Taecharungroj - The International Journal of Management …, 2022 - Elsevier
This study enriched the research horizon of the social sciences and contents of MOOCs by
providing stakeholders with authentic data-driven recommendations to better conceptualize …

Investigating learners' behaviors and discourse content in MOOC course reviews

X Peng, Q Xu - Computers & Education, 2020 - Elsevier
In MOOCs, course reviews serve as a new interactive tool that has not yet been sufficiently
exploited. Therefore, this study investigated learners' explicit behaviors and implicit …

[PDF][PDF] Modeling educational discourse with natural language processing

N Dowell, V Kovanovic - Education, 2022 - solaresearch.org
The broadening adoption of technology enhanced learning environments has substantially
altered the manner in which educational communication takes place, with most people …

Learning analytics: Using data-informed decision-making to improve teaching and learning

AF Wise - Contemporary technologies in education: Maximizing …, 2019 - Springer
This chapter describes three characteristics of Learning Analytics work that distinguish it
from prior educational research to give readers a concise overview of what makes learning …

Promising ideas for collective advancement of communal knowledge using temporal analytics and cluster analysis

AVY Lee, SC Tan - Journal of Learning Analytics, 2017 - learning-analytics.info
Understanding ideas in a discourse is challenging, especially in textual discourse analysis.
We propose using temporal analytics with unsupervised machine learning techniques to …