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. 2023 Jun 2;9(6):e16925. doi: 10.1016/j.heliyon.2023.e16925

Table 4.

Experiment 3 - Parkinson's.

Acc Acc Federated Acc Size Acc Accuracy Acc Size & acc Acc Cont Acc Inv Cont
Part Size Pos (%) (local) Averaging (Fed) (Fed) (Fed) (Fed) (Fed) (Fed)
1 20% 65% 0.4285 0.7142 0.8571 1.0000 1.0000 1.0000 0.8571
2 20% 78% 0.7500 0.8750 1.0000 1.0000 0.8750 1.0000 1.0000
3 20% 75% 0.5000 0.8750 0.8750 0.8750 0.8750 0.8750 0.8750
4 20% 78% 0.7500 0.7500 0.8750 0.8750 0.8750 0.5000 0.7500
5 20% 79% 1.0000 1.0000 0.6250 0.8750 0.8750 0.8750 0.8750



Avg 0.6857 0.8429 0.8464 0.9250 0.9000 0.8500 0.8714

1 11% 61% 0.6000 0.8000 0.6000 0.7142 0.8000 0.8000 0.6666
2 25% 71% 0.9000 0.9000 0.9000 0.7272 0.8461 0.8000 0.7777
3 27% 87% 0.8181 0.9090 1.0000 0.8750 1.0000 1.0000 0.8000
4 10% 45% 0.5000 0.7500 0.6000 0.7500 1.0000 0.7500 0.8000
5 27% 84% 0.9090 0.9090 0.8000 0.9090 0.8181 0.8333 1.0000



Avg 0.7454 0.8536 0.7800 0.7951 0.8929 0.8367 0.8089

1 50% 78% 0.8500 0.8500 0.8181 0.8500 0.7894 0.6666 0.8500
2 6% 57% 0.6666 0.3333 1.0000 0.7500 0.6666 0.8000 0.7500
3 13% 84% 0.7142 0.8571 0.7500 1.0000 0.3333 0.7142 0.8571
4 4% 57% 1.0000 0.6666 0.6666 0.6666 0.7500 0.6666 0.3333
5 21% 79% 0.8750 0.8750 0.7777 0.6250 0.7777 0.6250 0.4285



Avg 0.8212 0.7164 0.8025 0.7783 0.6634 0.6945 0.6438

1 44% 63% 0.9428 0.9428 0.9743 0.9750 0.9736 0.9047 0.9756
2 8% 72% 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000
3 6% 43% 0.8000 0.8000 1.0000 1.0000 1.0000 1.0000 1.0000
4 13% 43% 0.9090 0.9090 1.0000 1.0000 1.0000 1.0000 1.0000
5 30% 72% 1.0000 1.0000 0.8571 0.9444 1.0000 1.0000 1.0000



Avg 0.9304 0.9304 0.9663 0.9839 0.9947 0.9810 0.9951