Author

X. Ren

1 paper indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Open access Oct 2026

Machine Learning-Based Prediction of Students' Academic Performance in Higher Education

Seven machine learning methods were applied to classify and predict student academic performance: Multinomial Naïve Bayes, Support Vector Machines, Decision Trees, Logistic Regression, Random Forest, Gradient Boosting and k-Nearest Neighbors.

X. Ren · Digital Transformation · 0 citations