From: Predicting Master’s students’ academic performance: an empirical study in Germany
DM Algo | Prediction | After the 1st semester | After the 2nd semester | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Performance measure | Precision | Recall | F1 | Accuracy | Precision | Recall | F1 | Accuracy | ||
LR | Class | Completed | 0.91 | 0.98 | 0.95 | 0.90 | 0.94 | 0.95 | 0.95 | 0.90 |
Not_completed | 0.48 | 0.14 | 0.21 | 0.40 | 0.34 | 0.37 | ||||
RF | Class | Completed | 0.93 | 0.98 | 0.96 | 0.92 | 0.95 | 0.98 | 0.97 | 0.94 |
Not_completed | 0.68 | 0.35 | 0.46 | 0.70 | 0.42 | 0.53 | ||||
KNN (K = 5) | Class | Completed | 0.93 | 0.98 | 0.95 | 0.91 | 0.94 | 0.98 | 0.96 | 0.93 |
Not_completed | 0.57 | 0.28 | 0.38 | 0.68 | 0.37 | 0.48 | ||||
NB | Class | Completed | 0.95 | 0.92 | 0.93 | 0.88 | 0.97 | 0.91 | 0.94 | 0.89 |
Not_completed | 0.41 | 0.54 | 0.47 | 0.41 | 0.69 | 0.51 | ||||
SVM (poly) | Class | Completed | 0.91 | 0.98 | 0.94 | 0.91 | 0.94 | 0.99 | 0.97 | 0.94 |
Not_completed | 0.26 | 0.10 | 0.14 | 0.76 | 0.35 | 0.48 | ||||
ANN | Class | Completed | 0.93 | 0.97 | 0.95 | 0.91 | 0.95 | 0.99 | 0.96 | 0.93 |
Not_completed | 0.53 | 0.34 | 0.41 | 0.70 | 0.37 | 0.48 |