From: Reduction strategies for hierarchical multi-label classification in protein function prediction
 | HMC-LMLP | NHMC (DIP) | NHMC (Bio-GRID) | |||||
---|---|---|---|---|---|---|---|---|
Dataset | Labels | Predicted | True | NoLabels | α=0.5 | α=0.0 | α=0.5 | α=0.0 |
\(\overline {AUPRC}\) values | ||||||||
Cellcycle | 0.022 | 0.035 | 0.031 | 0.033 | 0.030 | 0.037 | 0.020 | 0.029 |
Church | 0.019 | 0.023 | 0.022 | 0.022 | 0.020 | 0.020 | 0.020 | 0.020 |
Derisi | 0.020 | 0.027 | 0.024 | 0.025 | 0.028 | 0.025 | 0.020 | 0.026 |
Eisen | 0.027 | 0.048 | 0.041 | 0.043 | 0.042 | 0.025 | 0.024 | 0.037 |
Gasch1 | 0.024 | 0.046 | 0.041 | 0.045 | 0.040 | 0.032 | 0.033 | 0.036 |
Gasch2 | 0.022 | 0.038 | 0.031 | 0.033 | 0.034 | 0.027 | 0.025 | 0.028 |
Pheno | 0.019 | 0.023 | 0.021 | 0.022 | 0.035 | 0.028 | 0.028 | 0.028 |
Spo | 0.021 | 0.027 | 0.026 | 0.026 | 0.029 | 0.025 | 0.020 | 0.027 |
Expr | 0.021 | 0.053 | 0.051 | 0.051 | 0.030 | 0.025 | 0.020 | 0.028 |
Seq | 0.019 | 0.041 | 0.041 | 0.041 | 0.054 | 0.053 | 0.056 | 0.062 |