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 …

Data mining and education

KR Koedinger, S D'Mello… - Wiley …, 2015 - Wiley Online Library
An emerging field of educational data mining (EDM) is building on and contributing to a wide
variety of disciplines through analysis of data coming from various educational technologies …

[图书][B] Learning analytics goes to school: A collaborative approach to improving education

A Krumm, B Means, M Bienkowski - 2018 - taylorfrancis.com
Learning Analytics Goes to School presents a framework for engaging in education research
and improving education practice through the use of newly available data sources and …

Learning analytics and educational data mining: towards communication and collaboration

G Siemens, RSJ Baker - … of the 2nd international conference on learning …, 2012 - dl.acm.org
Growing interest in data and analytics in education, teaching, and learning raises the priority
for increased, high-quality research into the models, methods, technologies, and impact of …

[PDF][PDF] A broad collection of datasets for educational research training and application

S López-Pernas, M Saqr, J Conde… - … methods and tutorials …, 2024 - library.oapen.org
Learning analytics involves the combination of different types of data such as behavioral
data, contextual data, performance data, and self-reported data to gain a comprehensive …

[PDF][PDF] Learning analytics

T Elias - Learning, 2011 - Citeseer
Learning is a product of interaction. Depending on the epistemology underlying the learning
design, learners might interact with instructors and tutors, with content and/or with other …

Explanatory learner models: Why machine learning (alone) is not the answer

CP Rosé, EA McLaughlin, R Liu… - British Journal of …, 2019 - Wiley Online Library
Using data to understand learning and improve education has great promise. However, the
promise will not be achieved simply by AI and Machine Learning researchers developing …

Educational theories and learning analytics: From data to knowledge: The whole is greater than the sum of its parts

J Wong, M Baars, BB de Koning, T van der Zee… - … learning analytics to …, 2019 - Springer
The study of learning is grounded in theories and research. Since learning is complex and
not directly observable, it is often inferred by collecting and analysing data based on the …

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 …

The potentials of educational data mining for researching metacognition, motivation and self-regulated learning

PH Winne, RSJ Baker - Journal of …, 2013 - jedm.educationaldatamining.org
Our article introduces the Journal of Educational Data Mining's Special Issue on Educational
Data Mining on Motivation, Metacognition, and Self-Regulated Learning. We outline general …