Table 4.
Comparison of the models with or without negative sample selection strategy.
| Model | Negative sample selection strategy | SN | SP | ACC | MCC | Precision | F1‐measure |
|---|---|---|---|---|---|---|---|
| RF model | √(with ε1) | 0.923 | 0.999 | 0.975 | 0.943 | 0.997 | 0.959 |
| × | 0.791 | 0.759 | 0.775 | 0.550 | 0.766 | 0.778 | |
| SVM model | √(with ε1) | 0.656 | 1.000 | 0.894 | 0.754 | 1.000 | 0.792 |
| × | 0.585 | 0.715 | 0.650 | 0.302 | 0.672 | 0.625 | |
| ANN model | √(with ε1) | 0.670 | 1.000 | 0.898 | 0.764 | 1.000 | 0.802 |
| × | 0.631 | 0.695 | 0.663 | 0.332 | 0.682 | 0.650 |