Recent advances in Predictive Learning Analytics: A decade systematic review (2012–2022)
The last few years have witnessed an upsurge in the number of studies using Machine and
Deep learning models to predict vital academic outcomes based on different kinds and …
Deep learning models to predict vital academic outcomes based on different kinds and …
Classification technique and its combination with clustering and association rule mining in educational data mining—A survey
SM Dol, PM Jawandhiya - Engineering Applications of Artificial Intelligence, 2023 - Elsevier
Educational data mining (EDM) is the application of data mining in the educational field.
EDM is used to classify, analyze, and predict the students' academic performance, and …
EDM is used to classify, analyze, and predict the students' academic performance, and …
How does learning analytics contribute to prevent students' dropout in higher education: a systematic literature review
CF de Oliveira, SR Sobral, MJ Ferreira… - Big Data and Cognitive …, 2021 - mdpi.com
Retention and dropout of higher education students is a subject that must be analysed
carefully. Learning analytics can be used to help prevent failure cases. The purpose of this …
carefully. Learning analytics can be used to help prevent failure cases. The purpose of this …
Analysis and prediction of students' academic performance based on educational data mining
G Feng, M Fan, Y Chen - IEEE Access, 2022 - ieeexplore.ieee.org
The development of intelligent technologies gains popularity in the education field. The
rapid growth of educational data indicates traditional processing methods may have …
rapid growth of educational data indicates traditional processing methods may have …
Educational data mining to support programming learning using problem-solving data
MM Rahman, Y Watanobe, T Matsumoto… - IEEE …, 2022 - ieeexplore.ieee.org
Computer programming has attracted a lot of attention in the development of information and
communication technologies in the real world. Meeting the growing demand for highly …
communication technologies in the real world. Meeting the growing demand for highly …
Digital communication tools and knowledge creation processes for enriched intellectual outcome—experience of short-term E-learning courses during pandemic
NN Pokrovskaia, VL Leontyeva, MY Ababkova… - Future Internet, 2021 - mdpi.com
Social isolation during the pandemic contributed to the transition of educational processes to
e-learning. A short-term e-marketing education program for a variety of students was …
e-learning. A short-term e-marketing education program for a variety of students was …
Predicting university's students performance based on machine learning techniques
DM Ahmed, AM Abdulazeez… - … on Automatic Control …, 2021 - ieeexplore.ieee.org
Machine learning algorithms have been used in many fields, like economics, medicine, etc.
Education data mining is one of the areas concerned with exploring patterns of data in an …
Education data mining is one of the areas concerned with exploring patterns of data in an …
Dropout in online higher education: a systematic literature review
The increased availability of technology in higher education has led to the growth of online
learning platforms. However, a significant concern exists regarding dropout rates in online …
learning platforms. However, a significant concern exists regarding dropout rates in online …
Student-centered case-based teaching and online–offline case discussion in postgraduate courses of computer science
X Zhang, B Zhang, F Zhang - … Journal of Educational Technology in Higher …, 2023 - Springer
This study explores a student-centered teaching method in postgraduate courses. Teacher-
centered classroom teaching cannot fully stimulate learning initiative and enthusiasm of …
centered classroom teaching cannot fully stimulate learning initiative and enthusiasm of …
Educational data mining analysis using classification techniques
A Triayudi, WO Widyarto - Journal of Physics: Conference Series, 2021 - iopscience.iop.org
Currently, data mining is being needed in various fields to obtain analysis results from
certain aspects that are needed. One of the fields that make use of data mining is education …
certain aspects that are needed. One of the fields that make use of data mining is education …