Table 4.
Performance comparison of PredHS2 and other existing methods on the independent test dataset.
Method | TP | TN | FP | FN | ACC | SPE | PRE | SEN | F1 | MCC |
---|---|---|---|---|---|---|---|---|---|---|
PredHS2 | 30 | 80 | 7 | 9 | 0.87 | 0.92 | 0.81 | 0.77 | 0.79 | 0.70 |
iPPHOT | 31 | 51 | 36 | 8 | 0.65 | 0.59 | 0.46 | 0.79 | 0.58 | 0.35 |
HEP | 32 | 68 | 21 | 6 | 0.79 | 0.76 | 0.60 | 0.84 | 0.70 | 0.56 |
PredHS-SVM | 23 | 81 | 6 | 16 | 0.83 | 0.93 | 0.79 | 0.59 | 0.68 | 0.57 |
APIS | 28 | 67 | 21 | 11 | 0.75 | 0.76 | 0.57 | 0.72 | 0.64 | 0.45 |
Robetta | 12 | 80 | 11 | 24 | 0.72 | 0.88 | 0.52 | 0.33 | 0.41 | 0.25 |
FOLDEF | 10 | 78 | 11 | 28 | 0.69 | 0.88 | 0.48 | 0.26 | 0.34 | 0.17 |
KFC | 12 | 75 | 12 | 27 | 0.69 | 0.85 | 0.48 | 0.31 | 0.38 | 0.19 |
MINERVA | 17 | 79 | 9 | 22 | 0.76 | 0.9 | 0.65 | 0.44 | 0.52 | 0.38 |
KFC2a | 29 | 64 | 24 | 10 | 0.73 | 0.73 | 0.55 | 0.74 | 0.63 | 0.44 |
KFC2b | 21 | 77 | 12 | 17 | 0.77 | 0.87 | 0.65 | 0.55 | 0.60 | 0.44 |