Research Article
[Retracted] Federated Deep Learning Approaches for the Privacy and Security of IoT Systems
| Parameters | Conventional methods | Proposed federated deep learning method | Improvement rate |
| Precision (%) | 85 | 94 | 6.38 | Recall (%) | 83 | 92 | 7.61 | Accuracy (%) | 95.34 | 99.9 | 5.91 | Detection time (s) | 65 | 32 | 33 | False positive (%) | 1.8 | 0.77 | 1.03 | Memory utilization (mb) | 30 | 11 | 19 |
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