Table 6. External Test Set Predictions.
descriptors | models | sensitivity | specificity | accuracy | G-mean | MCC |
---|---|---|---|---|---|---|
MOE | RF | 0.98 | 0.52 | 0.70 | 0.71 | 0.52 |
SVM | 0.99 | 0.51 | 0.69 | 0.71 | 0.52 | |
kNN | 0.87 | 0.56 | 0.68 | 0.70 | 0.43 | |
B-QSAR | 0.86 | 0.65 | 0.73 | 0.75 | 0.50 | |
MACCS | RF | 0.63 | 0.71 | 0.68 | 0.67 | 0.34 |
SVM | 0.27 | 0.93 | 0.68 | 0.50 | 0.28 | |
kNN | 0.79 | 0.67 | 0.71 | 0.72 | 0.44 | |
B-QSAR | 0.77 | 0.16 | 0.39 | 0.35 | –0.09 | |
SS-FP | RF | 0.79 | 0.42 | 0.56 | 0.57 | 0.21 |
SVM | 0.94 | 0.24 | 0.51 | 0.48 | 0.23 | |
kNN | 0.91 | 0.27 | 0.51 | 0.50 | 0.22 | |
B-QSAR | 0.49 | 0.82 | 0.69 | 0.63 | 0.33 | |
combined | RF | 0.99 | 0.57 | 0.73 | 0.75 | 0.57 |
SVM | 0.97 | 0.62 | 0.75 | 0.77 | 0.59 | |
kNN | 0.64 | 0.72 | 0.69 | 0.68 | 0.36 | |
B-QSAR | 0.58 | 0.74 | 0.68 | 0.66 | 0.32 |