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Table 3 Cross-validation of models on the three blinded data sets

From: Predictive models for anti-tubercular molecules using machine learning on high-throughput biological screening datasets

Test set

Model-set_AID1626 accuracy %

Model-set_AID1949 accuracy %

Model-set_AID1332 accuracy %

 

NB

RF

SMO

J48

NB

RF

SMO

J48

NB

RF

SMO

J48

AID1626

-

-

-

-

82.7

82.7

83.3

80.0

78.1

66.3

66.1

61.8

AID1949

76.4

76.5

71.7

77.0

-

-

-

-

78.0

60.7

55.9

61.3

AID1332

75.5

79.9

74.5

74.6

73.0

78.0

74.2

66.7

-

-

-

-