Table 7 Hyperparameter setup for RF.
From: Simultaneous multimodal measures for aesthetic evaluation of furniture color and form
Hyperparameter | Explanation | Selection |
|---|---|---|
n_estimators | The number of trees | 100 |
max_depth | The maximum depth of each tree | 50 |
min_samples_split | The minimum number of samples required for a node to be split | 2 |
min_samples_leaf | The minimum number of samples required for a leaf node | 1 |
max_features | The number of features to consider when splitting nodes | sqrt |
bootstrap | Whether to use self-service sampling | True |
