| PMF with active learning approaches | ||||
---|---|---|---|---|---|
No. of selected samples | T[N]W[Reli]+ T[MaxDiff]W[Reli] (ActivePMFv1) | T[MaxDiff]W[Reli] | T[MaxDiff]W[Rand] | T[Rand]W[Reli] | T[Rand]W[Rand] |
1000 | 0.3658 | 0.4731 | 0.4728 | 0.4179 | 0.3607 |
2000 | 0.2778 | 0.4579 | 0.4592 | 0.3580 | 0.2739 |
3000 | 0.1955 | 0.4567 | 0.4567 | 0.3083 | 0.2340 |
4000 | 0.1473 | 0.4325 | 0.4371 | 0.2642 | 0.2090 |
5000 | 0.1151 | 0.4089 | 0.4122 | 0.2296 | 0.1866 |
6000 | 0.0977 | 0.2427 | 0.3887 | 0.1941 | 0.1677 |
7000 | 0.0945 | 0.1872 | 0.2646 | 0.1716 | 0.1435 |
8000 | 0.0899 | 0.1334 | 0.1908 | 0.1447 | 0.1122 |
9000 | 0.0652 | 0.0898 | 0.1214 | 0.0994 | 0.0728 |
10000 | 0.0334 | 0.0357 | 0.0583 | 0.0394 | 0.0406 |
11000 | 0.0176 | 0.0247 | 0.0312 | 0.0287 | 0.0388 |