Table 3 Hyperparameters considered for Random Forests
From: Prediction of synergistic drug combinations using PCA-initialized deep learning
Hyperparameter | Values considered |
|---|---|
Preprocessing | norm; norm+tanh; norm+tanh+norm |
Number of estimators (decision trees) | 128; 512; 1024; 2048 |
Features considered | Log2(# of features); sqrt(# of features); auto |