Table 21 Blind FL results (accuracy-based weights)—adult dataset
Agent | Size | % 1s | Accuracy | Accuracy | Precision | Precision |
|---|---|---|---|---|---|---|
Pre-FL | Post-FL | Pre-FL | Post-FL | |||
1 | 20% | 69% | 0.9444 | 0.9444 | 0.9600 | 0.9600 |
2 | 20% | 78% | 0.8611 | 0.9444 | 0.8965 | 0.9333 |
3 | 20% | 86% | 0.8888 | 0.9444 | 0.9354 | 0.9393 |
4 | 20% | 78% | 0.9166 | 1.0000 | 0.9032 | 1.0000 |
5 | 20% | 69% | 0.9166 | 0.9444 | 1.0000 | 0.9565 |
Avg. | – | – | 0.9055 | 0.9555 | 0.9390 | 0.9578 |
1 | 13% | 63% | 0.4565 | 0.4565 | 1.0000 | 1.0000 |
2 | 30% | 80% | 0.3043 | 0.3478 | 1.0000 | 1.0000 |
3 | 21% | 87% | 0.2564 | 0.2692 | 0.9231 | 1.0000 |
4 | 11% | 61% | 0.5581 | 0.5581 | 1.0000 | 1.0000 |
5 | 24% | 81% | 0.2353 | 0.2843 | 0.8462 | 0.8667 |
Avg. | – | – | 0.3621 | 0.3832 | 0.9538 | 0.9733 |
1 | 4% | 75% | 0.3750 | 0.3750 | 1.0000 | 1.0000 |
2 | 5% | 68% | 0.3684 | 0.4210 | 1.0000 | 0.5000 |
3 | 45% | 77% | 0.3619 | 0.3987 | 0.8055 | 0.8750 |
4 | 13% | 51% | 0.5000 | 0.5000 | 0.0000 | 0.0000 |
5 | 32% | 85% | 0.2649 | 0.2905 | 0.9333 | 0.8181 |
Avg. | – | – | 0.3740 | 0.3970 | 0.7478 | 0.6386 |
1 | 1% | 25% | 0.3333 | 0.3333 | 0.0000 | 0.0000 |
2 | 5% | 72% | 0.3500 | 0.3500 | 1.0000 | 1.0000 |
3 | 45% | 78% | 0.2919 | 0.3478 | 0.7727 | 0.9411 |
4 | 14% | 53% | 0.5714 | 0.5918 | 0.8571 | 0.6000 |
5 | 35% | 89% | 0.2380 | 0.2380 | 1.0000 | 1.0000 |
Avg. | – | – | 0.3569 | 0.3722 | 0.7259 | 0.7082 |