Educational data mining and learning analytics for 21st century higher education: A review and synthesis
The potential influence of data mining analytics on the students' learning processes and
outcomes has been realized in higher education. Hence, a comprehensive review of …
outcomes has been realized in higher education. Hence, a comprehensive review of …
Text mining in education
The explosive growth of online education environments is generating a massive volume of
data, specially in text format from forums, chats, social networks, assessments, essays …
data, specially in text format from forums, chats, social networks, assessments, essays …
Predicting student performance in higher educational institutions using video learning analytics and data mining techniques
Technology and innovation empower higher educational institutions (HEI) to use different
types of learning systems—video learning is one such system. Analyzing the footprints left …
types of learning systems—video learning is one such system. Analyzing the footprints left …
Students' LMS interaction patterns and their relationship with achievement: A case study in higher education
Abstract The use of Learning Management Systems has grown exponentially in the last
several years and has come to have a strong effect on the teaching-learning process …
several years and has come to have a strong effect on the teaching-learning process …
Educational data mining: A survey and a data mining-based analysis of recent works
A Peña-Ayala - Expert systems with applications, 2014 - Elsevier
This review pursues a twofold goal, the first is to preserve and enhance the chronicles of
recent educational data mining (EDM) advances development; the second is to organize …
recent educational data mining (EDM) advances development; the second is to organize …
Predicting students' final performance from participation in on-line discussion forums
On-line discussion forums constitute communities of people learning from each other, which
not only inform the students about their peers' doubts and problems but can also inform …
not only inform the students about their peers' doubts and problems but can also inform …
Social presence in online discussions as a process predictor of academic performance
With the steady development of online education and online learning environments,
possibilities to support social interactions between students have advanced significantly …
possibilities to support social interactions between students have advanced significantly …
[PDF][PDF] Application of big data in education data mining and learning analytics–a literature review
The usage of learning management systems in education has been increasing in the last
few years. Students have started using mobile phones, primarily smart phones that have …
few years. Students have started using mobile phones, primarily smart phones that have …
Using learning analytics to develop early-warning system for at-risk students
In the current study interaction data of students in an online learning setting was used to
research whether the academic performance of students at the end of term could be …
research whether the academic performance of students at the end of term could be …
A novel Gini index decision tree data mining method with neural network classifiers for prediction of heart disease
K Mathan, PM Kumar, P Panchatcharam… - Design automation for …, 2018 - Springer
The healthcare domain is basically “data rich”, yet tragically not every one of the information
are dug which is required for finding concealed examples and successful basic leadership …
are dug which is required for finding concealed examples and successful basic leadership …