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Table 4 Mean and standard deviation (in parentheses) of specificity scores (%), calculated over 50 hold out runs.

From: Improving prediction accuracy of tumor classification by reusing genes discarded during gene selection

DATASET

ALL

GA-FS

H-MTL

GA-MTL

GA-MTL-IR

e-GA-MTL

M = 2 for ANN

Breast

53.0(9.9)

58.8(8.6)

52.9(9.0)

70.7(8.7)

64.7(9.2)

64.8(9.2)

Colon

71.3(10.2)

64.7(9.5)

73.4(8.4)

85.7(9.8)

85.7(9.1)

85.7(8.4)

Leukemia

55.6(7.5)

44.4(8.3)

55.4(8.1)

71.7(7.8)

77.8(7.5)

83.3(7.4)

Ovarian

55.6(6.1)

64.9(6.2)

74.4(6.1)

77.7(7.6)

79.7(7.3)

81.5(7.0)

Average

58.5(8.4)

58.6(8.1)

64.3(8.0)

76.1(8.4)

76.3(8.2)

78.8(8.0)

M = 10 for ANN

Breast

48.1(8.8)

55.4(8.4)

65.1(8.0)

69.2(8.1)

63.9(9.6)

66.8(8.4)

Colon

71.3(10.0)

85.3(9.7)

83.5(10.5)

92.2(9.7)

93.1(10.0)

92.6(10.8)

Leukemia

65.4(8.5)

77.4(7.8)

75.6(8.1)

64.8(6.8)

78.4(6.2)

91.5(6.0)

Ovarian

61.3(5.1)

65.6(5.9)

77.0(4.3)

79.4(5.0)

87.0(5.4)

80.4(5.5)

Average

61.0(8.1)

71.8(8.1)

75.8(7.6)

78.1(7.9)

82.2(7.8)

82.6(7.6)