Table 6 Effect number of rounds on accuracy of FL algorithms for 10 clients, 20 internal epochs.
From: A comparative study of federated learning methods for COVID-19 detection
Method | 3 rounds (%) | 5 rounds (%) | 10 rounds (%) | 15 rounds (%) |
|---|---|---|---|---|
FedAVG | 56.05 | 63.78 | 69.64 | 70.73 |
FedSGD | 50.88 | 55.9 | 75.59 | 76.94 |
CWT | 80.77 | 89.78 | 91.27 | 93.56 |
STWT | 90.73 | 83.97 | 89.44 | 93.01 |
CDS | 85.06 | 81.56 | 91.06 | 91.04 |
Local | 47.15 | 52.18 | 60.31 | 62.80 |
