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Table 2 Mean and standard deviation (in parentheses) of correction 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

53.1(9.5)

56.3(8.4)

59.3(8.8)

71.9(8.9)

68.8(8.1)

71.9(8.6)

Colon

57.1(7.8)

61.9(7.3)

66.6(7.1)

80.9(6.3)

85.7(6.4)

80.9(6.4)

Leukemia

57.7(9.3)

53.8(9.0)

61.5(9.5)

76.9(8.4)

76.9(9.1)

80.7(8.9)

Ovarian

57.1(6.4)

67.9(7.4)

75.0(5.4)

78.6(5.9)

79.8(5.1)

82.1(5.8)

Average

56.3(8.3)

60.0(8.0)

65.6(7.7)

77.1(7.4)

77.8(7.2)

78.9(7.4)

M = 10 for ANN

Breast

64.3(8.5)

67.3(8.7)

65.7(8.3)

75.4(8.3)

71.8(7.5)

75.8(8.0)

Colon

62.0(7.5)

71.2(7.2)

75.2(6.5)

85.1(6.7)

82.9(6.1)

83.9(6.3)

Leukemia

65.3(8.8)

69.2(8.4)

76.3(8.8)

84.6(8.9)

83.1(8.1)

85.6(8.3)

Ovarian

61.9(7.5)

65.4(7.7)

78.6(6.4)

80.9(6.8)

82.1(6.4)

83.3(6.8)

Average

63.4(8.1)

68.3(8.0)

74.0(7.5)

81.5(7.7)

80.0(7.0)

82.2(7.4)