An empirical assessment of smote variants techniques and interpretation methods in improving the accuracy and the interpretability of student performance models.
Hayat SahlaouiEl Arbi Abdellaoui AlaouiSaid AgoujilAnand NayyarPublished in: Educ. Inf. Technol. (2024)
Keyphrases
- machine learning methods
- computational cost
- statistical models
- prediction accuracy
- improved accuracy
- predictive power
- mathematical models
- preprocessing
- benchmark datasets
- data sets
- probabilistic model
- high accuracy
- machine learning algorithms
- predictive model
- models built
- benchmark data sets
- significant improvement
- training data
- decision trees