TABLE 4.
Hyperparameter | NN-A. flavus-maize | NN-F. verticilloides-maize |
Number of input neurons | 7 | 7 |
Number of hidden layers | 1 | 1 |
Number of neurons per hidden layer | 80 | 50 |
Activation function input—hidden | ReLU (Eq. 1) | ReLU (Eq. 1) |
Activation function hidden—output | Logistic (Eq. 2) | Logistic (Eq. 2) |
L2 regularization term | 0.0001 | 1.024 |
Parameters update algorithm | Adam | LBFGS |
The number of input neurons is defined as the sum of the categorical and continuous data. The hyperparameter values were selected by following a grid searching procedure.