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Table 7 A summary of the performance on the DHFR dataset with results as reported by [1] compared to the InChI-NGN in this work. Missing MCC values in the table reflect missing information in the primary literature.

From: Classifying and scoring of molecules with the NGN: new datasets, significance tests, and generalization

Design

Method

Q(%)

SE(%)

SP(%)

MCC

40% Test Set

SIMCA

75.5

74

71

-

 

RP

65

57

73

-

 

SFGA

68.5

71

66

-

 

InChI-NGN

73.2

73.1

100.0

0.029

Leave-20%-Out

SIMCA

63.5±9.5

57±10

70±9

-

 

RP

61±12

57±12

65±12

-

 

SFGA

64.5±10.5

65±11.0

64±10.0

-

 

InChI-NGN

74.8±1.63

70.3±2.44

77.5±1.72

0.471±0.035