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. 2014 Mar 25;6:8. doi: 10.1186/1758-2946-6-8

Table 3.

Publc validation set performance for all models and descriptor sets

                         
 
MACCS
Pubchem
CDK standard
 
AUC
BAC
SEN
SPEC
AUC
BAC
SEN
SPEC
AUC
BAC
SEN
SPEC
SVM
0.87
0.81
0.82
0.79
0.88
0.82
0.84
0.80
0.87
0.81
0.84
0.78
RF
0.88
0.82
0.86
0.77
0.88
0.81
0.86
0.76
0.88
0.81
0.83
0.79
DT
0.81
0.77
0.80
0.74
0.79
0.76
0.78
0.74
0.80
0.75
0.79
0.72
kNN
0.84
0.76
0.84
0.68
0.84
0.77
0.81
0.73
0.83
0.75
0.81
0.70
 
CDK Extended
Atom centered
 
 
 
 
 
AUC
BAC
SEN
SPEC
AUC
BAC
SEN
SPEC
 
 
 
 
SVM
0.87
0.81
0.83
0.79
0.88
0.82
0.84
0.80
 
 
 
 
RF
0.87
0.80
0.82
0.78
0.88
0.81
0.82
0.80
 
 
 
 
DT
0.78
0.75
0.80
0.71
0.79
0.75
0.79
0.71
 
 
 
 
kNN 0.84 0.77 0.81 0.73 0.84 0.77 0.82 0.72        

AUC = area under curve, BAC = balanced accuracy, SEN = sensitivity, SPEC = specificity.