Table 4 Number of noisy data selections by the AL methods in each iteration
Iteration | LC | Entropy | BALD | LL | RS | Core-set | Proposed |
|---|---|---|---|---|---|---|---|
1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
2 | 38.2 | 191.0 | 114.6 | 878.4 | 60.3 | 326.3 | 15.2 |
3 | 132.0 | 660.0 | 396.0 | 626.4 | 57.8 | 55.0 | 28.2 |
4 | 86.1 | 430.6 | 258.3 | 667.8 | 61.8 | 17.7 | 20.4 |
5 | 114.3 | 571.4 | 342.8 | 558.4 | 57.5 | 30.3 | 36.0 |
6 | 74.6 | 373.0 | 223.8 | 161.2 | 53.3 | 101.3 | 25.8 |
7 | 50.7 | 253.4 | 152.0 | 115.2 | 60.0 | 9.3 | 31.0 |
8 | 148.2 | 740.8 | 444.5 | 35 | 65.5 | 7.7 | 33.8 |
9 | 88.5 | 442.6 | 265.6 | 62 | 60.5 | 7.7 | 37.0 |
10 | 67.0 | 335.2 | 201.1 | 73.2 | 59.0 | 6.0 | 36.0 |
Mean | 88.8 | 444.2 | 266.5 | 353.1 | 59.5 | 62.36 | 29.3 |
Total | 799.6 | 3998 | 2398.8 | 3177.6 | 535.5 | 561.3 | 263.4 |
N-Ratio | 8.9% | 44.4% | 26.7% | 35.3% | 6.0% | 6.2% | 2.93% |