Table 10 Performance results of different regressor techniques for assessment of PD severity on balanced(After SMOTE) and original datasets (Before SMOTE).
Techniques | Before SMOTE (Original Dataset) | After SMOTE (Baanced Dataset) | ||||||
|---|---|---|---|---|---|---|---|---|
Acc. | MAE | RMSE | Training time (Sec.) | Acc. | MAE | RMSE | Training time (Sec.) | |
ER | 93.2 | 0.087 | 0.110 | 5 | 96.4 | 0.065 | 0.080 | 3.5 |
DT | 98.3 | 0.095 | 0.112 | 5.5 | 95 | 0.071 | 0.091 | 3.55 |
GP | 93.4 | 0.140 | 0.176 | 6 | 90 | 0.1063 | 0.150 | 4 |
SVM | 91.2 | 0.075 | 0.145 | 6 | 93 | 0.0561 | 0.097 | 4 |
