Table 25.
DT performance and configuration for PCA = 30%.
DT | |||||
---|---|---|---|---|---|
Dataset | Score | Configuration | |||
Max-Depth | Min_Sample_Split | Min_Sample_Leaf | Max_Leaf_Nodes | ||
Heart | 62% | 3 | 2 | 1 | 80 |
Virus | 96% | None | 2 | 1 | 1000 |
Sonar | 75% | 7 | 2 | 3 | 80 |
Peugeot_Target 14 | 84% | None | 2 | 1 | 200 |
Peugeot_Target 15 | 87% | 7 | 2 | 10 | 80 |
EnviroCar | 0.98 | None | 2 | 10 | 1000 |
AQI | 0.62 | 7 | 10 | 1 | 80 |