Applying learning analytics for the early prediction of students' academic performance in blended learning

Generalized Cross-Validation as a Method for Choosing a Good Ridge Parameter

Gene H. Golub, Michael T. Heath, Grace Wahba · Technometrics · 1979 · 3.8K citations

Computing, Biostatistics, Data Science +11

Learning Analytics and Educational Data Mining in Practice: A Systematic Literature Review of Empirical Evidence.

Zacharoula Papamitsiou, Anastasios A. Economides · Educational Technology & Society · 2014 · 599 citations · Full text

Education, Educational Technology, Educational Data Mining +11

Definition, framework and research issues of smart learning environments - a context-aware ubiquitous learning perspective

Gwo‐Jen Hwang · Smart Learning Environments · 2014 · 559 citations · Full text

Education, Educational Technology, Computer-assisted Instruction +16

In search for the most informative data for feedback generation: Learning analytics in a data-rich context

Dirk Tempelaar, Bart Rienties, Bas Giesbers · Computers in Human Behavior · 2014 · 430 citations

Education, Data Science, Data Analytics +15

Can we predict success from log data in VLEs? Classification of interactions for learning analytics and their relation with performance in VLE-supported F2F and online learning

Ángel F. Agudo-Peregrina, Santiago Iglesías-Pradas, Miguel Á. Conde et al. · Computers in Human Behavior · 2013 · 426 citations

Education, Computer Science, Data Science +16