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. 2019 Sep 13;59(10):4438–4449. doi: 10.1021/acs.jcim.9b00236

Table 2. Hyperparameter Values for the Random Forest Classifier That Were Explored by Grid Search.

parameter values
# estimators 50, 250, 1000, 4000, 8000, 16 000
max features none, sqrt, Log 2
min sample leaf 1, 10, 100, 1000
class weight none, balanced subsample, balanced