From: Gene function finding through cross-organism ensemble learning
Classifier/Work | Method | Bostaurus | Gallusgallus |
---|---|---|---|
RF | SM | 0.874 | 0.721 |
AVG | 0.947 | 0.833 | |
∩1/5 | 0.794 | 0.617 | |
∩2/5 | 0.925 | 0.682 | |
∩3/5 | 0.960 | 0.857 | |
∩4/5 | 0.967 | 0.895 | |
∩5/5 | 0.946 | 0.917 | |
k-NN | SM | 0.657 | 0.534 |
AVG | 0.568 | 0.690 | |
∩1/5 | 0.625 | 0.416 | |
∩2/5 | 0.710 | 0.564 | |
∩3/5 | 0.726 | 0.742 | |
∩4/5 | 0.656 | 0.765 | |
∩5/5 | 0.462 | 0.909 | |
[75] | LSI | 0.260 | - |
LSI-NTN | 0.248 | - | |
LSI-NTM | 0.192 | - | |
LSI-ATN | 0.282 | - | |
SIM | 0.190 | - | |
SIM-NTN | 0.206 | - | |
SIM-NTM | 0.240 | - | |
SIM-ATN | 0.322 | - | |
pLSA | 0.206 | - | |
pLSA-NTN | 0.212 | - | |
pLSA-NTM | 0.202 | - | |
pLSA-ATN | 0.162 | - | |
[76] | tSVD (LSI) | 0.210 | 0.097 |
SIM1 (SIM) | 0.157 | 0.103 | |
SIM2 | 0.197 | 0.097 | |
pLSA | 0.277 | 0.233 | |
LDA | 0.217 | 0.127 | |
AE | 0.397 | 0.397 |