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. 2020 May 5;20(9):2638. doi: 10.3390/s20092638

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.