Table 7 Comparison of methods on APD3 dataset
From: Antimicrobial peptide identification using multi-scale convolutional network
Method | SENS (%) | SPEC (%) | PREC (%) | BalACC (%) | ACC (%) | MCC |
|---|---|---|---|---|---|---|
CAMP-ANN | 83.30 | 83.36 | 50.04 | 83.33 | 83.35 | 0.5549 |
CAMP-DA | 88.09 | 81.25 | 48.44 | 84.67 | 82.39 | 0.5623 |
CAMP-RF | 94.80 | 83.44 | 53.39 | 89.12 | 85.34 | 0.6388 |
CAMP-SVM | 90.54 | 81.63 | 49.65 | 86.09 | 83.12 | 0.5848 |
gkmSVM | – | – | – | – | – | – |
iAMP-2 L | 88.32 | 86.12 | 56.00 | 87.22 | 86.49 | 0.6302 |
iAMPpred | 93.46 | 79.02 | 47.12 | 86.24 | 81.43 | 0.5742 |
DNN | 96.96 | 89.62 | 65.14 | 93.29 | 90.84 | 0.7471 |
proposed model | 97.90 | 90.90 | 68.28 | 94.40 | 92.07 | 0.7761 |
proposed fusion model | 98.25 | 91.00 | 68.58 | 94.62 | 92.21 | 0.7802 |