TABLE 2.
Performance of descriptors before and after feature selection and in feature fusion.
Descriptors | SN | SP | AAC | MCC | AUC | |
Before feature selection | ACC | 0.9304 | 0.9308 | 0.9306 | 0.8626 | 0.9723 |
tPseAAC | 0.9011 | 0.8793 | 0.8899 | 0.7914 | 0.9551 | |
aPseAAC | 0.8901 | 0.8720 | 0.8808 | 0.7714 | 0.9519 | |
DC | 0.7546 | 0.8720 | 0.8149 | 0.5963 | 0.8812 | |
DDE | 0.8022 | 0.8374 | 0.8203 | 0.6319 | 0.9081 | |
CKSAAP | 0.7912 | 0.5398 | 0.6619 | 0.3855 | 0.7365 | |
CTD | 0.9377 | 0.9100 | 0.9235 | 0.8612 | 0.9786 | |
After feature selection | ACC | 0.9524 | 0.9239 | 0.9377 | 0.8902 | 0.9735 |
tPseAAC | 0.8938 | 0.8962 | 0.8950 | 0.7943 | 0.9580 | |
aPseAAC | 0.8971 | 0.8824 | 0.8895 | 0.7863 | 0.9610 | |
DC | 0.8859 | 0.8754 | 0.8416 | 0.6620 | 0.9143 | |
DDE | 0.7802 | 0.8651 | 0.8238 | 0.6430 | 0.9165 | |
CKSAAP | 0.7070 | 0.8374 | 0.7740 | 0.5156 | 0.8349 | |
CTD | 0.9167 | 0.9135 | 0.9150 | 0.8330 | 0.9644 | |
Feature fusion | 0.9634 | 0.9619 | 0.9626 | 0.9269 | 0.9864 |