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Table 3 Cross-validation results

From: Predicting liver cytosol stability of small molecules

Descriptor

Methoda

AUC-ROC

BACC

Sensitivity

Specificity

MOE

BayesNet—DU

0.81

0.76

0.72

0.79

RF—MU

0.86

0.78

0.79

0.76

SVM—DU

0.85

0.77

0.79

0.76

RDKit

BayesNet

0.79

0.73

0.61

0.85

RF—MU

0.86

0.78

0.78

0.78

SVM—DU

0.83

0.77

0.83

0.72

QNA

BayesNet—MU

0.75

0.69

0.62

0.75

RF—MU

0.83

0.75

0.72

0.78

SVM—DU

0.85

0.80

0.80

0.80

  1. aDU and MU stand for diversity under-sampling and multiple under-sampling, respectively