Data mining in education

C Romero, S Ventura - Wiley Interdisciplinary Reviews: Data …, 2013 - Wiley Online Library
Applying data mining (DM) in education is an emerging interdisciplinary research field also
known as educational data mining (EDM). It is concerned with develo** methods for …

Educational data mining: a review of the state of the art

C Romero, S Ventura - … on Systems, Man, and Cybernetics, Part …, 2010 - ieeexplore.ieee.org
Educational data mining (EDM) is an emerging interdisciplinary research area that deals
with the development of methods to explore data originating in an educational context. EDM …

How novices use LLM-based code generators to solve CS1 coding tasks in a self-paced learning environment

M Kazemitabaar, X Hou, A Henley, BJ Ericson… - Proceedings of the 23rd …, 2023 - dl.acm.org
As Large Language Models (LLMs) gain in popularity, it is important to understand how
novice programmers use them and the effect they have on learning to code. We present the …

Educational data mining and learning analytics

RS Baker, T Martin, LM Rossi - The Wiley handbook of …, 2016 - Wiley Online Library
In recent years, there has been increasing interest in using the methods of educational data
mining (EDM) and learning analytics (LA) to study and measure learner cognition. In this …

The state of educational data mining in 2009: A review and future visions

RSJD Baker, K Yacef - Journal of …, 2009 - jedm.educationaldatamining.org
We review the history and current trends in the field of Educational Data Mining (EDM). We
consider the methodological profile of research in the early years of EDM, compared to in …

Classification and prediction based data mining algorithms to predict slow learners in education sector

P Kaur, M Singh, GS Josan - Procedia Computer Science, 2015 - Elsevier
Abstract Educational Data Mining field concentrate on Prediction more often as compare to
generate exact results for future purpose. In order to keep a check on the changes occurring …

Educational data mining: A survey from 1995 to 2005

C Romero, S Ventura - Expert systems with applications, 2007 - Elsevier
Currently there is an increasing interest in data mining and educational systems, making
educational data mining as a new growing research community. This paper surveys the …

[PDF][PDF] Modeling and predicting students' academic performance using data mining techniques

A Mueen, B Zafar, U Manzoor - International Journal of Modern …, 2016 - academia.edu
The main objective of this study is to apply data mining techniques to predict and analyze
students' academic performance based on their academic record and forum participation …

Learning behavior-oriented knowledge tracing

B Xu, Z Huang, J Liu, S Shen, Q Liu, E Chen… - Proceedings of the 29th …, 2023 - dl.acm.org
Exploring how learners' knowledge states evolve during the learning activities is a critical
task in online learning systems, which can facilitate personalized services downstream, such …

Educational data mining and learning analytics: Applications to constructionist research

M Berland, RS Baker, P Blikstein - Technology, Knowledge and Learning, 2014 - Springer
Constructionism can be a powerful framework for teaching complex content to novices. At
the core of constructionism is the suggestion that by enabling learners to build creative …