Table 3 Parameter search in the analysis of randomized search RF.
From: Osteoporosis screening using machine learning and electromagnetic waves
Parameter | Range | Best result |
|---|---|---|
n_estimator (number of trees in the forest) | [11 uniformly defined numbers between 50 and 200] | 110 |
Min_samples_split (minimum amount of data in a node before the node is split) | [4–8] | 7 |
Min_samples_leaf (minimum number of leaves in a node) | [3–7] | 6 |
max_depth (maximum depth of trees) | [3–9] | 8 |
Max_features (number of variables in each split) | [1 to 21] | 7 |
Criterion | ['gini', 'entropy', 'log_loss'] | Gini |
