Features | DT | LR | ANN | |||
---|---|---|---|---|---|---|
Acc.(%) | AUC | Acc.(%) | AUC | Acc.(%) | AUC | |
746 Dataset | ||||||
Hydrophobicity | 75.6 | 0.735 | 83.7 | 0.956 | 89.1 | 0.968 * |
Steric property | 89.1 | 0.929 | 86.4 | 0.941 | 81.0 | 0.932 |
Polarizability | 81.0 | 0.815 | 83.7 | 0.953 | 83.7 | 0.947 |
Isoelectric point | 81.0 | 0.865 | 86.4 | 0.953 | 83.7 | 0.953 |
Polarity | 83.7 | 0.838 | 83.7 | 0.912 | 86.4 | 0.909 |
Volume | 83.7 | 0.838 | 54.0 | 0.500 | 54.0 | 0.500 |
Phy_All | 84.9 | 0.882 | 93.6 | 0.885 | 97.3 | 0.953 |
1625 Dataset | ||||||
Hydrophobicity | 87.8 | 0.849 | 84.1 | 0.896 | 86.5 | 0.874 |
Steric property | 91.4 | 0.897 | 85.3 | 0.896 | 91.4 | 0.934 |
Polarizability | 93.9 | 0.914 | 87.8 | 0.936 | 96.3 | 0.957 |
Isoelectric point | 91.4 | 0.918 | 82.9 | 0.914 | 93.9 | 0.968 |
Polarity | 86.5 | 0.847 | 87.8 | 0.904 | 89.0 | 0.919 |
Volume | 92.6 | 0.896 | 89.0 | 0.933 | 93.9 | 0.974 |
Phy_All | 92.7 | 0.882 | 92.7 | 0.921 | 92.7 | 0.944 |
Schilling Dataset | ||||||
Hydrophobicity | 87.7 | 0.708 | 89.5 | 0.862 | 89.5 | 0.863 |
Steric property | 88.3 | 0.721 | 86.5 | 0.837 | 88.3 | 0.843 |
Polarizability | 89.5 | 0.683 | 89.5 | 0.854 | 90.8 | 0.853 |
Isoelectric point | 88.3 | 0.733 | 87.7 | 0.858 | 89.5 | 0.860 |
Polarity | 87.1 | 0.500 | 87.1 | 0.860 | 88.3 | 0.865 |
Volume | 88.9 | 0.622 | 88.3 | 0.847 | 88.3 | 0.810 |
Phy_All | 88.9 | 0.593 | 89.5 | 0.876 | 85.2 | 0.863 |
Impens Dataset | ||||||
Hydrophobicity | 85.1 | 0.500 | 80.8 | 0.686 | 87.2 | 0.886 |
Steric property | 89.3 | 0.845 | 82.9 | 0.825 | 89.3 | 0.893 |
Polarizability | 85.1 | 0.500 | 85.1 | 0.864 | 89.3 | 0.943 |
Isoelectric point | 85.1 | 0.500 | 78.7 | 0.850 | 93.6 | 0.982 |
Polarity | 85.1 | 0.500 | 85.1 | 0.743 | 82.9 | 0.682 |
Volume | 85.1 | 0.500 | 85.1 | 0.736 | 80.8 | 0.500 |
Phy_All | 91.5 | 0.839 | 82.9 | 0.796 | 87.2 | 0.839 |