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Table 6 The values considered for hyperparameters for different tree models

From: How can SHAP values help to shape metabolic stability of chemical compounds?

Hyperparameter Considered values
n_estimators 10, 50, 100, 500, 1000
max_depth 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, None
max_samples 0.5, 0.7, 0.9, None
splitter Best, random
max_features np.arrange(0.05, 1.01, 0.05)
bootstrap True, False
  1. The table lists the values of hyperparameters which were considered during optimization process of different tree models