Table 9 Client-wise performance with HDDM–FedSGD.
From: FL-MalDrift: a federated learning framework for malware detection under local concept drift
Client | Drebin Acc (%) | Drifts | Thres. | CICMalDroid Acc (%) | Drifts | Thres. |
|---|---|---|---|---|---|---|
1 | 93.8 | 3 | 0.14 | 95.7 | 4 | 0.13 |
2 | 94.2 | 4 | 0.12 | 96.3 | 5 | 0.11 |
3 | 92.9 | 2 | 0.16 | 94.8 | 3 | 0.15 |
4 | 95.1 | 5 | 0.11 | 97.2 | 6 | 0.10 |
5 | 91.7 | 2 | 0.17 | 93.4 | 2 | 0.18 |
