Table 3 Performance of different prediction models.
Model | Item | Accuracy | Recall rate | f1-score |
|---|---|---|---|---|
DT | LP | 1.00 | 0.70 | 0.82 |
MP | 0.67 | 1.00 | 0.80 | |
HP | 1.00 | 1.00 | 1.00 | |
Average | 0.91 | 0.87 | 0.87 | |
KNN | LP | 1.00 | 0.57 | 0.73 |
MP | 0.50 | 0.75 | 0.60 | |
HP | 0.83 | 1.00 | 0.91 | |
Average | 0.82 | 0.75 | 0.75 | |
NB | LP | 1.00 | 0.71 | 0.83 |
MP | 0.60 | 0.75 | 0.67 | |
HP | 0.50 | 0.60 | 0.55 | |
Average | 0.74 | 0.69 | 0.70 | |
ANN | LP | 1.00 | 0.57 | 0.73 |
MP | 1.00 | 0.25 | 0.40 | |
HP | 0.45 | 1.00 | 0.63 | |
Average | 0.83 | 0.63 | 0.61 | |
RF | LP | 1.00 | 0.71 | 0.83 |
MP | 0.67 | 1.00 | 0.80 | |
HP | 1.00 | 1.00 | 1.00 | |
Average | 0.92 | 0.88 | 0.88 |
