Dataset

比率

50%

80%

90%

决策函数

mean (std)%

mean (std)%

mean (std)%

spectf

$f_1\left(x\right)$

93.35 (8.67)

93.44 (6.75)

94.17 (6.93)

$f_2\left(x\right)$

88.08 (8.54)

83.46 (5.84)

85.42 (9.43)

$f\left(x\right)$

71.54 (12.94)

74.76 (8.18)

68.75 (9.46)

time

0.68

0.38

0.31

parkinsons

$f_1\left(x\right)$

97.89 (4.46)

89.88 (8.76)

88.56 (5.33)

$f_2\left(x\right)$

72.44 (14.07)

72.54 (12.96)

76.70 (6.84)

$f\left(x\right)$

94.78 (8.43)

87.33 (8.67)

87.48 (7.38)

time

0.39

0.20

0.20

breast

$f_1\left(x\right)$

98.94 (1.71)

98.46 (1.79)

99.03 (1.65)

$f_2\left(x\right)$

78.28 (7.05)

72.08 (7.65)

72.47 (6.71)

$f\left(x\right)$

95.75 (3.20)

96.25 (7.65)

94.53 (3.03)

time

2.19

0.45

0.34

Australian^*

$f_1\left(x\right)$

86.06 (8.83)

87.32 (7.27)

85.67 (5.51)

$f_2\left(x\right)$

80.00 (6.87)

64.85 (6.09)

69.88 (6.77)

$f\left(x\right)$

81.47 (7.87)

79.72 (7.59)

83.89 (5.55)

time

3.36

0.61

0.30