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 |