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 |