Research Article
Balancing Data Privacy and 5G VNFs Security Monitoring: Federated Learning with CNN + BiLSTM + LSTM Model
Table 4
Optimal hyperparameters for FL and CL with the InSDN dataset.
| Parameters | Federated learning | Centralized learning |
| Learning rate | 0.0015 | 0.01 | Number of rounds | 8 | — | Number of epochs | 5 | 20 | Batch size | 128 | 128 | Number of clients | 3, 6, 9, 12 | — | Loss function | Adam | Adam |
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