Table 7 Accuracy of classifiers and the number of genes used in classifiers (in parenthesis) for the independent test set for multi-class expression datasets

TSG^†

97.06

(6)

81.25

(20)

100

(44)

100

(13)

86.67

(63)

95.52

(60)

93.33

(16)

91.07

(95)

79.73

(81)

67.39

(112)

89.20

HC-TSP*

97.06

(4)

71.88

(4)

80

(4)

95

(6)

66.67

(8)

83.58

(8)

83.33

(10)

77.68

(12)

74.32

(20)

52.17

(26)

78.17

HC-k-TSP*

97.06

(36)

78.13

(20)

100

(24)

100

(30)

66.67

(24)

94.03

(28)

83.33

(46)

82.14

(64)

82.43

(128)

67.39

(134)

85.12

DT*

85.29

(2)

78.13

(4)

80

(2)

75

(3)

73.33

(4)

88.06

(5)

86.67

(5)

75.89

(16)

68.92

(10)

52.17

(18)

76.35

NB^‡*

85.29

81.25

100

60

66.67

88.06

86.67

32.14

79.73

52.17

73.2

k-NN^‡*

67.65

75

86.67

30

63.33

88.06

93.33

75.89

64.86

34.78

67.96

PAM*

97.06

(44)

78.13

(13)

93.33

(62)

95

(285)

93.33

(4822)

100

(614)

90

(3949)

93.75

(3338)

87.84

(2008)

56.52

(1253)

88.5

1-vs-1-SVM^‡*

79.41

87.5

100

100

83.33

97.01

100

84.82

83.78

65.22

88.11