Table 25 Blind FL results (Precision-based weights)—Adult dataset
Agent | Size | % 1s | Accuracy | Accuracy | Precision | Precision |
|---|---|---|---|---|---|---|
Pre-FL | Post-FL | Pre-FL | Post-FL | |||
1 | 20% | 67% | 0.9444 | 0.9444 | 0.9230 | 0.9166 |
2 | 20% | 61% | 0.8611 | 0.8888 | 0.8400 | 0.7777 |
3 | 20% | 72% | 0.8055 | 0.8888 | 0.7878 | 0.8666 |
4 | 20% | 78% | 0.9722 | 0.9722 | 1.0000 | 0.9642 |
5 | 20% | 72% | 0.8611 | 0.9444 | 0.9200 | 0.9259 |
Avg. | – | – | 0.8889 | 0.9278 | 0.8941 | 0.8902 |
1 | 13% | 63% | 0.5217 | 0.5217 | 1.0000 | 1.0000 |
2 | 30% | 80% | 0.3260 | 0.3478 | 0.9231 | 1.0000 |
3 | 21% | 87% | 0.2179 | 0.2948 | 1.0000 | 1.0000 |
4 | 11% | 61% | 0.6046 | 0.6046 | 1.0000 | 1.0000 |
5 | 24% | 81% | 0.3823 | 0.3921 | 0.9000 | 0.8947 |
Avg. | – | – | 0.4106 | 0.4322 | 0.9646 | 0.9789 |
1 | 4% | 75% | 0.3125 | 0.3125 | 1.0000 | 1.0000 |
2 | 5% | 68% | 0.3157 | 0.3684 | 0.5000 | 1.0000 |
3 | 45% | 77% | 0.4171 | 0.4355 | 0.9428 | 0.8750 |
4 | 13% | 51% | 0.5434 | 0.6086 | 1.0000 | 1.0000 |
5 | 32% | 85% | 0.2905 | 0.3418 | 0.8636 | 0.8500 |
Avg. | -– | – | 0.3759 | 0.4134 | 0.8612 | 0.9450 |
1 | 1% | 25% | 0.1666 | 0.3333 | 0.0000 | 0.2500 |
2 | 5% | 72% | 0.3500 | 0.4000 | 1.0000 | 1.0000 |
3 | 45% | 78% | 0.3416 | 0.3726 | 0.9166 | 0.8947 |
4 | 14% | 53% | 0.5510 | 0.5918 | 0.7000 | 0.5000 |
5 | 35% | 89% | 0.2222 | 0.2301 | 1.0000 | 1.0000 |
Avg. | – | – | 0.3263 | 0.3855 | 0.7233 | 0.7289 |