From: Predicting protein functions using incomplete hierarchical labels
Metric | PILL | ProDM | ProWL | LkNN | TPRw | MLR-GL | CIA | Naive |
---|---|---|---|---|---|---|---|---|
MicroF1 | 47.05 ±1.24 | 34.44 ±2.11 | 37.58 ±1.24 | 32.06 ±1.21 | 33.79 ±1.62 | 28.53 ±0.87 | 33.59 ±2.19 | 25.47 ±0.46 |
MacroF1 | 29.29 ±3.02 | 16.60 ±4.67 | 26.11 ±0.90 | 20.30 ±1.51 | 22.74 ±1.96 | 20.58 ±1.14 | 23.43 ±1.94 | 1.97 ±0.04 |
AvgROC | 77.48 ±2.25 | 64.37 ±1.27 | 56.97 ±1.08 | 64.45 ±1.82 | 61.54 ±1.67 | 64.29 ±1.08 | 57.18 ±1.24 | 49.74 ±1.26 |
1-RankLoss | 82.64 ±0.41 | 77.90 ±3.66 | 64.57 ±1.82 | 50.10 ±2.37 | 42.49 ±2.02 | 39.36 ±1.08 | 64.07 ±3.23 | 76.60 ±0.67 |
Fmax | 56.57 ±1.12 | 26.05 ±7.42 | 16.22 ±1.00 | 41.60 ±0.67 | 47.42 ±2.45 | 40.32 ±0.74 | 32.19 ±1.96 | 27.52 ±0.35 |