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. 2020 Dec 22;4(12):e17265. doi: 10.2196/17265

Table 8.

Time consumed by stochastic channel-based federated learning with pruning using different pruning rates for each loop or different total pruned proportions.

Pruning parameter Time (seconds)
Pruning rate/loop

10% 11,144

20% 8561

30% 11,852

40% 8389

50% 12,000
Total pruned

10% 25,755

19% 22,717

27% 17,579

34% 15,909

41% 8050

47% 8469