Table 3 Performance of PlncRNA-HDeep compared with six shallow machine learning methods
Method | Sensitivity (%) | Precision (%) | Accuracy (%) | F1-score (%) |
|---|---|---|---|---|
SVM | 87.8 | 92.3 | 90.6 | 90.0 |
RF | 95.2 | 95.1 | 95.3 | 95.1 |
k-NN | 90.6 | 94.0 | 92.7 | 92.3 |
DT | 93.9 | 94.6 | 94.5 | 94.3 |
NB | 76.7 | 80.3 | 80.0 | 78.4 |
LR | 84.4 | 96.4 | 91.0 | 90.0 |
PlncRNA-HDeep | 97.9 | 95.1 | 96.5 | 96.5 |