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Table 1 Mean and standard deviation (in parentheses) of BACC 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

53.2(9.3)

56.1(8.6)

59.8(8.5)

72.0(8.3)

69.0(8.4)

72.4(8.4)

Colon

50.0(8.8)

46.7(8.5)

58.1(7.9)

78.6(8.4)

85.7(8.1)

78.6(7.8)

Leukemia

59.1(7.8)

59.7(8.2)

65.2(7.9)

79.6(7.9)

76.4(7.7)

84.5(7.6)

Ovarian

57.8(6.8)

69.1(6.8)

75.6(3.8)

78.9(7.2)

79.9(7.1)

82.4(7.1)

Average

54.8(8.2)

58.1(8.0)

64.8(7.8)

77.1(7.9)

77.4(7.8)

79.5(7.7)

M = 10 for ANN

Breast

54.2(9.3)

59.3(8.9)

69.2(9.2)

74.9(8.8)

72.3(9.3)

76.2(8.7)

Colon

57.0(8.9)

64.4(8.6)

67.4(9.0)

82.2(8.6)

82.7(8.6)

82.5(8.8)

Leukemia

68.4(8.1)

76.2(7.7)

76.6(8.0)

76.8(7.5)

76.4(7.1)

91.4(7.2)

Ovarian

63.0(6.3)

68.5(6.6)

78.8(5.9)

80.3(6.0)

83.5(6.2)

83.6(6.3)

Average

60.4(8.2)

67.6(8.0)

73.2(8.0)

79.4(8.0)

79.5(7.8)

83.3(7.7)