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 developing methods for …

Mining in educational data: review and future directions

SA Salloum, M Alshurideh, A Elnagar… - Proceedings of the …, 2020 - Springer
One of the developing fields of the present times is educational data mining that pertains to
developing methods that help in examining various kinds of data obtained from the …

Analyzing undergraduate students' performance using educational data mining

R Asif, A Merceron, SA Ali, NG Haider - Computers & education, 2017 - Elsevier
The tremendous growth in electronic data of universities creates the need to have some
meaningful information extracted from these large volumes of data. The advancement in the …

Clustering and profiling students according to their interactions with an intelligent tutoring system fostering self-regulated learning

F Bouchet, JM Harley, GJ Trevors… - Journal of Educational …, 2013 - hal.science
In this paper, we present the results obtained using a clustering algorithm (Expectation-
Maximization) on data collected from 106 college students learning about the circulatory …

Interlinking educational resources and the web of data: A survey of challenges and approaches

S Dietze, S Sanchez‐Alonso, H Ebner, HQ Yu… - Program, 2013 - emerald.com
Research in the area of technology‐enhanced learning (TEL) throughout the last decade
has largely focused on sharing and reusing educational resources and data. This effort has …

Applications of educational data mining and learning analytics tools in handling big data in higher education

S Ray, M Saeed - Applications of Big Data analytics: Trends, issues, and …, 2018 - Springer
In the past decade, we have witnessed a tremendous rise in the use of electronic devices in
education. Starting from nursery classes at the preschool level to the postgraduate programs …

Educational process mining: A tutorial and case study using moodle data sets

C Romero, R Cerezo, A Bogarín… - Data mining and …, 2016 - Wiley Online Library
The use of learning management systems (LMSs) has grown exponentially in recent years,
which has had a strong effect on educational research. An LMS stores all students' activities …

Student assessment in cybersecurity training automated by pattern mining and clustering

V Švábenský, J Vykopal, P Čeleda, K Tkáčik… - Education and …, 2022 - Springer
Hands-on cybersecurity training allows students and professionals to practice various tools
and improve their technical skills. The training occurs in an interactive learning environment …

Comparative analysis of clustering algorithms and moodle plugin for creation of student heterogeneous groups in online university courses

G Nalli, D Amendola, A Perali, L Mostarda - Applied Sciences, 2021 - mdpi.com
Online learning environments such as e-learning platforms are often used to encourage
collaborative activities amongst students. In this context, group work is often used to improve …

Relationship between learner profiles and learner–content interaction in online learning: Exploring implications for learning experience design

A Ozturk, AT Kumtepe - Distance Education, 2023 - Taylor & Francis
The current study explored the relationship between learner profiles and the nature of their
interaction with content in massive, open, and online learning environments. The research …