Table 5 The models’ performance in the context of balanced data.
Dataset | Models | F1_score | POD | FAR | TSS | HSS |
|---|---|---|---|---|---|---|
Sweep frequency (balance) | dtree | 0.94(±0.01) | 0.98(±0.01) | 0.1(±0.03) | 0.87(±0.03) | 0.87(±0.03) |
|  | RF | 0.95(±0.01) | 0.98(±0.01) | 0.06(±0.02) | 0.91(±0.03) | 0.91(±0.03) |
|  | svm | 0.96(±0.01) | 0.97(±0.02) | 0.05(±0.02) | 0.91(±0.03) | 0.91(±0.03) |
|  | linsvm | 0.94(±0.01) | 0.96(±0.02) | 0.07(±0.03) | 0.88(±0.02) | 0.88(±0.02) |
Fixed frequency (balance) | dtree | 0.95(±0.006) | 0.97(±0.01) | 0.07(±0.008) | 0.89(±0.01) | 0.89(±0.01) |
|  | RF | 0.96(±0.008) | 0.98(±0.009) | 0.05(±0.01) | 0.92(±0.01) | 0.92(±0.01) |
|  | svm | 0.96(±0.01) | 0.97(±0.01) | 0.04(±0.01) | 0.93(±0.03) | 0.93(±0.03) |
|  | linsvm | 0.93(±0.01) | 0.97(±0.01) | 0.09(±0.01) | 0.86(±0.01) | 0.86(±0.01) |
