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. 2022 Feb 1;22(3):1118. doi: 10.3390/s22031118

Table 2.

RF hyperparameters.

Parameter Meaning Value Range
n_estimations The number of estimators in the forest 400 200–2000, step 200
max_features max number of features considered for splitting a node sqrt -
max_depth max number of levels in each decision tree None None; 10–110, step 10
min_samples_split min number of data points placed in a node before it is split 2 2, 5, 10
min_samples_leaf min number of data points allowed in a leaf node 1 1, 2, 4
bootstrap method for sampling data points. True= bootstrap samples true true, false