Table 6.
Comparison between MLPR and deep learning methods
| Dataset | Methods | SN | SP | PPV | NPV | F | ACC |
|---|---|---|---|---|---|---|---|
| Yeast | DeepEP | 0.5526 | 0.8000 | 0.4599 | 0.8530 | 0.5020 | 0.6046 |
| MBIEP | 0.6228 | 0.6459 | 0.3515 | 0.8475 | 0.4494 | 0.6400 | |
| MLPR | 0.5614 | 0.8514 | 0.5378 | 0.8630 | 0.5494 | 0.7831 | |
| Fruitfly | DeepEP | 0.2857 | 0.7723 | 0.0778 | 0.9415 | 0.1223 | 0.7416 |
| MBIEP | 0.2449 | 0.8999 | 0.1412 | 0.9426 | 0.1691 | 0.8586 | |
| MLPR | 0.1633 | 0.9492 | 0.1778 | 0.9441 | 0.1702 | 0.8997 | |
| Human | DeepEP | 0.3851 | 0.9780 | 0.8957 | 0.7639 | 0.5386 | 0.7826 |
| MBIEP | 0.3713 | 0.9706 | 0.8613 | 0.7585 | 0.5189 | 0.7731 | |
| MLPR | 0.4069 | 0.9785 | 0.9031 | 0.7705 | 0.5610 | 0.7902 |