Table 27.
Results for layer configuration LC = [50] and LC = [500]. We have omitted columns with all zero Dropout values.
| Dataset | LC = [50] | Configuration | LC = [500] | Configuration | ||||
|---|---|---|---|---|---|---|---|---|
| AF | PCA | Scaling | AF | PCA | Scaling | |||
| Heart | 83% | Tanh | 30% | Std | 84% | Tanh | 30% | Std |
| Virus | 98% | ReLU | None | Std | 98% | ReLU | None | Std |
| Sonar | 84% | ReLU | None | Std | 81% | ReLU | mle | Std |
| Peugeot_Target 14 | 98% | ReLU | mle | Std | 99% | ReLU | None | Std |
| Peugeot_Target 15 | 98% | ReLU | mle | Std | 98% | ReLU | None | Std |
| EnviroCar | 0.99 | Tanh | mle | MinMax | 0.99 | ReLU | mle | MinMax |
| AQI | 0.76 | Tanh | mle | MinMax | 0.78 | ReLU | mle | MinMax |
Activation Function (AF), Principal Component Analysis (PCA).