Table 21.
ANN performance and configuration for PCA = None.
| ANN | ||||
|---|---|---|---|---|
| Dataset | Score | Configuration | ||
| AF | LC | Scaling | ||
| Heart | 81% | Tanh | [100, 100, 100] | Std |
| Virus | 99% | Tanh | [100, 100, 100] | Std |
| Sonar | 84% | ReLU | [50] | Std |
| Peugeot_Target 14 | 99% | ReLU | [500] | Std |
| Peugeot_Target 15 | 99% | Tanh | [300, 200, 100, 50] | Std |
| EnviroCar | 0.99 | Tanh | [50] | MinMax |
| AQI | 0.86 | ReLU | [300,200,100,50] | MinMax |
Activation Function (AF), Layer Configuration (LC).