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. 2013 Sep 19;54(1):218–229. doi: 10.1021/ci400289j

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