Table 5 MSE and MAE comparison across multiple datasets.
Dataset | Model | Test MSE | Test MAE |
|---|---|---|---|
Institutional Dataset (Primary study) | RF | 25.32 | 4.12 |
MLP | 26.10 | 3.87 | |
CognifyNet | 22.66 | 0.66 | |
UCI Student Performance (Portuguese) | RF | 13.45 | 2.91 |
MLP | 12.98 | 2.73 | |
CognifyNet | 11.32 | 2.11 | |
OULAD (Learning analytics) | RF | 29.87 | 5.76 |
MLP | 28.41 | 5.39 | |
CognifyNet | 25.88 | 4.08 |
