Dataset

TWSVM

MV-TWSVM

mean (std)%

$f_1\left(x\right)\left(ac1\right)$

$f_2\left(x\right)\left(ac2\right)$

$f\left(x\right)$

mean (std)%

mean (std)%

mean (std)%

spectf

75.26(5.75)

89.31 (3.68)

48.28 (12.87)

80.73 (3.68)

86.81 (6.15)

86.29 (7.34)

75.22 (3.68)

parkinsons

95.80(0.82)

94.89 (7.17)

71.54 (8.83)

92.39 (9.37)

90.62 (9.27)

80.72 (10.54)

89.44 (8.08)

breast

99.60(0.82)

92.47 (1.97)

62.71 (4.96)

94.57 (4.43)

99.26 (1.29)

68.52 (7.46)

93.59 (4.69)

Australian^*

88.21(6.52)

75.48 (4.24)

68.27 (4.64)

71.34 (7.12)

88.41 (4.24)

85.06 (3.90)

85.76 (6.49)

pima^*

74.32(8.61)

74.55 (8.21)

65.47 (5.18)

72.47 (6.00)

74.40 (8.23)

70.99 (6.54)

71.44 (7.44)

German^*

75.14(6.51)

71.66 (5.10)

32.68 (4.52)

71.44 (5.69)

71.33 (4.91)

70.51 (5.68)

66.06 (5.68)