Table 1 Hyperparameters to be tested for (a) RF and (b) ANN.
(a) Random forest | (b) Artificial neural networks | ||
|---|---|---|---|
Hyperparameter | Value tested | Hyperparameter | Value tested |
n estimators | 30, 50, 70, 90 | Number of hidden layers | 1, 2, 3 |
Max depth | 8, 9, 10, 11, 12 | Number of neurons | 2, 3, 4, 5, 6, 7, 8 |
Min samples split | 1, 2, 3 | Learning rate | 0.01, 0.05, 0.1 |
Min samples leaf | 1, 2, 3 | Batch size | 1, 3, 7 |