Big educational data & analytics: Survey, architecture and challenges

KLM Ang, FL Ge, KP Seng - IEEE access, 2020 - ieeexplore.ieee.org
The proliferation of mobile devices and the rapid development of information and
communication technologies (ICT) have seen increasingly large volume and variety of data …

Adopting trust in learning analytics infrastructure. A structured literature review

GP Ciordas-Hertel, J Schneider, S Ternier… - Journal of Universal …, 2019 - pedocs.de
One key factor for the successful outcome of a Learning Analytics (LA) infrastructure is the
ability to decide which software architecture concept is necessary. Big Data can be used to …

[HTML][HTML] Learning analytics: A bibliometric analysis of the literature over the last decade

A Azevedo, JM Azevedo - International Journal of Educational Research …, 2021 - Elsevier
Learning Analytics is a recent and dynamic area of research. It is important, after a decade of
the first published article in the area, to get insights about it. This article presents a …

A Novel Massive Big Data Analysis of Educational Examination Research Using a Linear Mixed‐Effects Model

J Zhao, Y Wang - Complexity, 2021 - Wiley Online Library
To further solve the problems of storage bottlenecks and excessive calculation time when
calculating estimators under two different formats of massive longitudinal data, an …

The Antecedent of Student Academic Achievement Prediction

S Kosasi, IDAE Yuliani, R Laipaka - 2020 2nd International …, 2020 - ieeexplore.ieee.org
The research goal was set to determine to what extent the influences of learning analytics
and academic analytics, the antecedent factors in predicting student academic achievement …

Virtual Map-Based Approach to Optimize Storage and Perform Analytical Operation on Educational Big Data

GS Chethan, S Vinay - … Research in Electronics, Computer Science and …, 2019 - Springer
The mechanism of knowledge delivery system in a cloud-based e-learning system can be
significantly improved if an advanced analytical operation can be performed over it …

[PDF][PDF] Big Data Analytics Process Implementation on a Educational Data Set Extracted from Online Testing System

G Dimić, I Milošević, L Pecić - 2022 - ftn.kg.ac.rs
The paper presents an application of the big data analytics process on a data extracted from
the educational system for online testing. The procedure of data migration to a non-relational …

[PDF][PDF] Predict Students' Performance by Using J48 Algorithm

MT Tun, YY Htay - International Journal of Scientific Research in …, 2020 - academia.edu
The critical issue to the academic community of higher education is to monitor the progress
of students' academic performance. We can use data mining techniques for this purpose …