Open Access
Table A.1
Important hyperparameters that were optimized for the adaption random forest algorithm in our sample of galaxies.
| Parameter | Search range | Best value |
|---|---|---|
| n_estimators | 10-250 | 120 |
| max_depth | 15-20 | 17 |
| min_samples_split | - | "default" |
| min_samples_leaf | - | "default" |
| max_leaf_nodes | 25-70 | 30 |
| max_samples | 0.1-0.9 | 0.6 |
| class_weight | - | "balanced subsample" |
| criterion | - | "Gini"2 |
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