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. 2014 May 8;6:21. doi: 10.1186/1758-2946-6-21

Table 1.

Comparison of models for the public dataset

Cross validation using the public dataset (8201 structures)
Fragments BAC SEN SPEC PPV NPV
SOHN
0.78
0.78
0.78
0.79
0.78
Random Forest
0.79
0.83
0.76
0.78
0.76
SVM
0.81
0.82
0.81
0.82
0.81
kNN
0.76
0.73
0.80
0.79
0.80
Decision Tree 0.77 0.76 0.79 0.79 0.79

BAC = balanced accuracy, SEN = sensitivity, SPEC = specificity, PPV = positive predictivity, NPV = negative predictivity.