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Table 5 F-score of all the data sets using different descriptors or fingerprints

From: Fast rule-based bioactivity prediction using associative classification mining

Data set

Descriptors

Classification Model

  

SVM

Bayesian

CPAR

CBA

CMAR

AntiTB

MDL

61.82±2.96

63.00±2.97

70.78±3.51

72.06±2.38

69.84±2.14

Properties

69.50±1.84

70.48±1.80

63.27±3.10

66.09±5.66

63.49±2.51

PubChem

71.08±1.72

68.93±2.23

74.15±1.75

63.62±2.35

67.25±1.52

Mutagenicity

MDL

74.26±2.87

69.07±3.49

77.37±5.25

77.75±4.89

75.48±5.11

Properties

70.04±3.99

68.82±6.13

66.75±2.74

75.87±3.58

74.57±5.44

PubChem

72.67±3.80

66.41±3.66

75.77±4.16

76.13±3.91

71.91±5.38

hERG

MDL

62.62±6.73

70.08±9.64

72.75±12.26

69.20±6.84

73.69±9.67

Properties

80.82±7.22

75.73±13.35

72.78±10.39

79.65±6.37

80.73±8.18

 

PubChem

60.13±9.98

73.18±11.89

77.72±9.70

74.77±8.28

78.03±9.79