Table 17 Blind FL results (constant weights)—adult dataset
Agent | Size | % 1s | Accuracy | Accuracy | Precision | Precision |
|---|---|---|---|---|---|---|
Pre-FL | Post-FL | Pre-FL | Post-FL | |||
1 | 20% | 72% | 0.9444 | 0.9444 | 0.9615 | 0.9259 |
2 | 20% | 75% | 0.8055 | 0.8611 | 0.8846 | 0.9230 |
3 | 20% | 75% | 0.8611 | 0.9166 | 0.8928 | 0.9600 |
4 | 20% | 67% | 0.8888 | 0.9166 | 0.9545 | 0.9565 |
5 | 20% | 72% | 0.9444 | 0.9722 | 0.9615 | 1.0000 |
Avg. | – | – | 0.8889 | 0.9222 | 0.9310 | 0.9531 |
1 | 13% | 63% | 0.5000 | 0.5000 | 1.0000 | 1.0000 |
2 | 30% | 80% | 0.3261 | 0.3478 | 1.0000 | 1.0000 |
3 | 21% | 87% | 0.2821 | 0.3077 | 1.0000 | 1.0000 |
4 | 11% | 61% | 0.6047 | 0.6279 | 1.0000 | 1.0000 |
5 | 24% | 81% | 0.3824 | 0.3922 | 0.9615 | 0.9412 |
Avg. | – | – | 0.4190 | 0.4351 | 0.9923 | 0.9882 |
1 | 4% | 75% | 0.3125 | 0.3125 | 1.0000 | 0.0000 |
2 | 5% | 68% | 0.3684 | 0.3684 | 0.6666 | 0.6666 |
3 | 45% | 77% | 0.3496 | 0.3619 | 0.8571 | 0.8260 |
4 | 13% | 51% | 0.5869 | 0.5869 | 1.0000 | 1.0000 |
5 | 32% | 85% | 0.2649 | 0.2820 | 0.8823 | 0.8125 |
Avg. | – | – | 0.3765 | 0.3823 | 0.8812 | 0.6610 |
1 | 1% | 25% | 0.3333 | 0.3333 | 0.0000 | 0.0000 |
2 | 5% | 72% | 0.3500 | 0.3500 | 1.0000 | 0.0000 |
3 | 45% | 78% | 0.2546 | 0.2732 | 0.8750 | 0.8750 |
4 | 14% | 53% | 0.4693 | 0.4693 | 0.0000 | 0.0000 |
5 | 35% | 89% | 0.1825 | 0.1904 | 1.0000 | 1.0000 |
Avg. | – | – | 0.3179 | 0.3232 | 0.5750 | 0.3750 |