Table 6 Prediction accuracies of 5-fold CV in different schemes of input features (%).

From: A fast approach to detect gene–gene synergy

Input features

Lung

Prostate2

Cardiovascular

Average

Top10_Ind

74.41 (43.81)

84.20 (64.39)

73.29 (63.22)

77.30 (57.14)

Top20_Ind

76.49 (43.31)

85.13 (61.08)

74.59 (61.65)

78.74 (55.35)

Top40_Ind

75.93 (46.02)

84.20 (61.09)

80.96 (62.95)

80.36 (56.69)

Top5_Syn

76.54 (47.03)

74.52 (62.25)

75.67 (62.99)

75.58 (57.42)

Top10_Syn

84.44 (50.28)

76.18 (55.90)

84.40 (61.38)

81.67 (55.85)

Top20_Syn

83.98 (47.06)

80.20 (62.96)

89.70 (62.17)

84.63 (57.40)

Top10_Ind + Top5_Syn

82.33 (48.17)

86.34 (62.27)

82.55 (63.22)

83.74 (57.89)

Top20_Ind + Top10_Syn

83.91 (40.11)

86.31 (57.54)

87.04 (62.44)

85.75 (53.36)

  1. Ind represents the individually discriminant genes, Syn represents the synergic genes. A number in parentheses indicates the result of label randomization test.