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Table 5 Hyperparameters accepted by different tree models

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

 

n_estimators

max_depth

max_samples

splitter

max_features

bootstrap

ExtraTrees

✓

✓

✓

   

DecisionTree

 

✓

 

✓

✓

 

RandomForest

✓

✓

✓

  

✓

  1. The table lists the hyperparameters which are accepted by different tree classifiers