Table 4.
Methods | Training | Independent | |||
---|---|---|---|---|---|
H. sapiens | RF | SVM | RF | SVM | |
pCKSAAP | 0.856 | 0.838 | 0.695 | 0.691 | |
CKSAAP | 0.816 | 0.831 | 0.677 | 0.663 | |
AAindex | 0.739 | 0.728 | 0.759 | 0.755 | |
Binary | 0.767 | 0.754 | 0.822 | 0.809 | |
PseAAC | 0.819 | 0.822 | 0.658 | 0.649 | |
H. capsulatum | pCKSAAP | 0.789 | 0.792 | 0.638 | 0.634 |
CKSAAP | 0.788 | 0.783 | 0.619 | 0.607 | |
AAindex | 0.712 | 0.722 | 0.658 | 0.666 | |
Binary | 0.713 | 0.698 | 0.665 | 0.647 | |
PseAAC | 0.759 | 0.743 | 0.612 | 0.614 | |
M. musculus | pCKSAAP | 0.801 | 0.788 | 0.637 | 0.634 |
CKSAAP | 0.777 | 0.767 | 0.646 | 0.651 | |
AAindex | 0.648 | 0.655 | 0.679 | 0.672 | |
Binary | 0.639 | 0.641 | 0.677 | 0.659 | |
PseAAC | 0.711 | 0.722 | 0.609 | 0.611 | |
E. coli | pCKSAAP | 0.769 | 0.761 | 0.679 | 0.684 |
CKSAAP | 0.773 | 0.782 | 0.646 | 0.631 | |
AAindex | 0.719 | 0.721 | 0.633 | 0.619 | |
Binary | 0.689 | 0.674 | 0.619 | 0.607 | |
PseAAC | 0.733 | 0.734 | 0.608 | 0.603 | |
M. tuberculosis | pCKSAAP | 0.708 | 0.712 | 0.688 | 0.679 |
CKSAAP | 0.689 | 0.675 | 0.664 | 0.671 | |
AAindex | 0.667 | 0.658 | 0.656 | 0.655 | |
Binary | 0.629 | 0.617 | 0.639 | 0.634 | |
PseAAC | 0.643 | 0.634 | 0.629 | 0.617 | |
S. cerevisiae | pCKSAAP | 0.882 | 0.869 | 0.776 | 0.772 |
CKSAAP | 0.879 | 0.863 | 0.752 | 0.744 | |
AAindex | 0.742 | 0.733 | 0.759 | 0.749 | |
Binary | 0.741 | 0.745 | 0.798 | 0.787 | |
PseAAC | 0.790 | 0.768 | 0.699 | 0.675 | |
T. gondii | pCKSAAP | 0.834 | 0.836 | 0.657 | 0.666 |
CKSAAP | 0.826 | 0.822 | 0.655 | 0.638 | |
AAindex | 0.726 | 718 | 0.663 | 0.647 | |
Binary | 0.744 | 0.745 | 0.679 | 0.671 | |
PseAAC | 0.801 | 0.788 | 0.678 | 0.664 | |
S. lycopersicum | pCKSAAP | 0.842 | 0.836 | 0.649 | 0.642 |
CKSAAP | 0.833 | 0.824 | 0.648 | 0.637 | |
AAindex | 0.753 | 0.765 | 0.644 | 0.629 | |
Binary | 0.729 | 0.722 | 0.637 | 0.631 | |
PseAAC | 0.801 | 0.783 | 0.678 | 0.658 | |
T. aestivum | pCKSAAP | 0.822 | 0.826 | 0.649 | 0.654 |
CKSAAP | 0.821 | 0.811 | 0.638 | 0.634 | |
AAindex | 0.736 | 0.734 | 0.604 | 0.611 | |
Binary | 0.726 | 0.719 | 0.612 | 0.596 | |
PseAAC | 0.778 | 0.769 | 0.632 | 0.628 |
AUC values are used to assess the prediction performance.