| 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 | 0.7101 | 0.8407 | 0.8396 | 0.7745 | 0.6715 |
2000 | 0.6097 | 0.8417 | 0.8417 | 0.7112 | 0.5355 |
3000 | 0.5110 | 0.8423 | 0.8420 | 0.6578 | 0.4833 |
4000 | 0.4164 | 0.8017 | 0.8089 | 0.6052 | 0.4533 |
5000 | 0.3180 | 0.7597 | 0.7655 | 0.5643 | 0.4247 |
6000 | 0.2621 | 0.6918 | 0.7245 | 0.5191 | 0.3978 |
7000 | 0.2566 | 0.6067 | 0.6150 | 0.4501 | 0.3605 |
8000 | 0.2563 | 0.5186 | 0.5381 | 0.3205 | 0.2991 |
9000 | 0.2054 | 0.3899 | 0.4844 | 0.2952 | 0.2210 |
10000 | 0.1259 | 0.1683 | 0.2139 | 0.1843 | 0.1524 |
11000 | 0.0880 | 0.1245 | 0.1357 | 0.1342 | 0.1396 |