RT info:eu-repo/semantics/article
T1 UBUMonitor: Desktop application for visual e-learning student clustering with Moodle
A1 Marticorena Sánchez, Raúl
A1 López Nozal, Carlos
A1 Serrano Mamolar, Ana
A1 Olivares Gil, Alicia
K1 Educational software
K1 Learning management systems
K1 Educational data clustering process
K1 Unsupervised machine learning
K1 E-learning analytic
K1 Informática
K1 Computer science
K1 Enseñanza superior
K1 Education, Higher
AB UBUMonitor is an open-source Java desktop tool designed to analyse student interactions and grades within courses in the Moodle learning management system. Its primary goal is to assist educational researchers in making informed decisions. The application offers flexible configuration of educational datasets, enabling educational researchers to customize features of their analyses based on filters such as time, participants, e-resources, e-forums and teaching e-activities. With a modular architecture developed iteratively in Github with 35 releases, UBUMonitor has demonstrated its usability in teaching through several published use cases. This paper focuses specifically on the student clustering module, which allows customization of course activity access and grading, supports multiple clustering algorithms, and incorporates techniques for validating both the optimal number of clusters and the quality of cluster result.
PB Elsevier
SN 2352-7110
YR 2024
FD 2024-05
LK http://hdl.handle.net/10259/9308
UL http://hdl.handle.net/10259/9308
LA eng
NO A. Olivares-Gil is supported through Consejería de Educación of the Junta de Castilla y León and the European Social Fund through a pre-doctoral grant (EDU/875/2021).
DS Repositorio Institucional de la Universidad de Burgos
RD 24-nov-2024