Table 13.
DT corresponding configurations. Time is in ms (omitted for reasons of space).
| Dataset | Best Configuration (Table 1, Table 2) | |||||
|---|---|---|---|---|---|---|
| Max Depth |
Min Sample Split | Min Sample Leaf | Max Leaf Nodes | PCA | Notes | |
| Heart | 7 | 2 | 10 | 80 | mle | * |
| Virus | None | 5 | 1 | 80 | None | * |
| Sonar | 7 | 2 | 10 | 80 | mle | * |
| Peugeot_Target 14 | None | 2 | 3 | 80 | None | * |
| Peugeot_Target 15 | None | 2 | 1 | 200 | None | * |
| EnviroCar | None | 2 | 1 | 5000 | None | Max leaf nodes = 1000 in F3, F4, L4; max leaf nodes = 200 for F0 |
| AQI | None | 10 | 3 | 80 | None | * |
Principal Component Analysis (PCA). * This configuration fits all targets.