From: Reduction strategies for hierarchical multi-label classification in protein function prediction
 |  | HMC-LMLP |  |  |  |  | |||
---|---|---|---|---|---|---|---|---|---|
Level | Classes | Labels | Predicted | True | NoLabels | Clus-HMC | Clus-HSC | Clus-SC | hmAnt-Miner |
AUPRC values in specific classes | Â | Â | Â | Â | Â | Â | |||
2 | 12.01 | 0.198 | 0.760 | 0.744 | 0.761 | 0.582 | 0.655 | 0.651 | 0.565 |
2 | 10.01 | 0.164 | 0.359 | 0.348 | 0.357 | 0.217 | 0.174 | 0.220 | 0.232 |
2 | 11.02 | 0.265 | 0.347 | 0.325 | 0.337 | 0.248 | 0.247 | 0.266 | 0.221 |
3 | 12.01.01 | 0.173 | 0.786 | 0.771 | 0.779 | 0.609 | 0.724 | 0.706 | 0.570 |
3 | 11.02.03 | 0.239 | 0.345 | 0.314 | 0.330 | 0.236 | 0.244 | 0.215 | 0.212 |
3 | 14.13.01 | 0.054 | 0.327 | 0.255 | 0.247 | 0.177 | 0.123 | 0.159 | 0.153 |
4 | 11.02.03.04 | 0.201 | 0.319 | 0.294 | 0.294 | 0.208 | 0.203 | 0.230 | 0.172 |
4 | 10.01.09.05 | 0.063 | 0.211 | 0.190 | 0.192 | 0.123 | 0.103 | 0.150 | 0.101 |
4 | 11.02.03.01 | 0.089 | 0.128 | 0.136 | 0.121 | 0.091 | 0.085 | 0.130 | 0.092 |
Per-level \(AU(\overline {PRC})\) values | Â | Â | Â | Â | Â | Â | |||
2 | - | 0.049 | 0.113 | 0.091 | 0.107 | 0.084 | 0.082 | 0.092 | 0.069 |
3 | - | 0.018 | 0.043 | 0.034 | 0.035 | 0.038 | 0.042 | 0.049 | 0.032 |
4 | - | 0.011 | 0.025 | 0.020 | 0.018 | 0.023 | 0.035 | 0.029 | 0.019 |
5 | - | 0.004 | 0.006 | 0.005 | 0.005 | 0.006 | 0.012 | 0.013 | 0.008 |
6 | - | 0.001 | 0.001 | 0.006 | 0.001 | 0.001 | 0.001 | 0.004 | 0.006 |