Research Article

Multi-Instance Multilabel Learning with Weak-Label for Predicting Protein Function in Electricigens

Table 3

Performance of the MIMLwel methods with different weak-label ratios on two datasets.

DatasetsW.L.R.HL↓maF1↑miF1↑

Geobacter sulfurreducens 20% 0.010 ± 0.0020.003 ± 0.0040.032 ± 0.035
40%0.010 ± 0.0020.009 ± 0.0050.116 ± 0.038
60%0.010 ± 0.0020.016 ± 0.0060.201 ± 0.034
80%0.011 ± 0.0010.019 ± 0.0070.245 ± 0.050

Shewanella loihica PV-4 20%0.013 ± 0.0020.009 ± 0.0080.145 ± 0.111
40%0.010 ± 0.0020.005 ± 0.0030.092 ± 0.039
60%0.011 ± 0.0030.010 ± 0.0060.167 ± 0.072
80%0.011 ± 0.0030.011 ± 0.0050.186 ± 0.043