Table 3. Hyperparameter settings.
Parameter | Settings |
---|---|
Learning rate | 0.001 |
Epochs | 500 |
Optimizer | Adam |
Embedding layer neurons | 21 |
Embedding layer output dimension | 21 × 19 = 399 |
Output layer neurons | 2 |
LSTM Branch | |
LSTM layers neurons | 64 |
Dropout layers drop rate | 0.5 |
Fully connected layer neurons | 32 |
CNN Branch | |
CNN layers neurons | 64 |
CNN layers activation function | Rectified linear units |
Dropout layers drop rate | 0.5 |
Fully connected layer neurons | 32 |