Research Article
Delta-DAGMM: A Free Rider Attack Detection Model in Horizontal Federated Learning
Table 3
Precision of Delta-DAGMM in different strategies of Free-rider attack detection.
| Dataset | Type | Precision (%) | Plain (i) | Plain (ii) | Plain (iii) | Disguised (i) | Disguised (ii) |
| MLP-Federate | Single time | 98.2 | 95.7 | 100 | 83.9 | 83.3 | Overall | 100 | 99.8 | 100 | 96.6 | 96.0 |
| CNN-Federate | Single time | 98.4 | 95.2 | 100 | 82.9 | 83.2 | Overall | 100 | 99.6 | 100 | 95.8 | 96.4 |
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