Table 3 The median and range of the 10 × 10-fold correct classification rates (CCR) for all simulation experiments.

Graph

Model

M = 2

M = 3

0.1

0.2

0.3

0.4

0.5

0.1

0.2

0.3

0.4

0.5

Small

HME3M

96.79

90.94

85.79

79.80

74.97

96.14

92.64

86.46

79.86

76.13

   CCR Range

4.15

6.99

4.49

7.42

6.73

3.36

7.69

3.98

16.83

7.36

PLR

50.67*

50.98*

50.68*

50.35*

50.96*

50.83*

50.70*

50.58*

50.62*

50.70*

   CCR Range

1.53

1.54

2.13

1.66

1.55

1.11

1.71

1.35

1.42

0.68

SVM (linear)

95.14*

90.48*

85.28

78.94

72.53*

94.77*

89.01*

85.16*

78.66

75.21

   CCR Range

0.72

2.31

3.16

2.61

7.02

1.61

4.39

2.72

11.55

14.54

SVM (polynomial)

95.25*

90.05*

84.19*

79.42

75.03

94.91*

89.71*

84.82*

78.66

75.73

   CCR Range

1.52

1.18

3.74

3.15

6.92

2.33

3.67

4.38

3.09

8.41

SVM (radial)

95.28*

89.73*

84.19*

79.39

75.07

94.37

89.48*

84.82*

78.94

75.35

   CCR Range

1.53

2.81

4.20

2.61

8.02

2.32

4.53

3.28

4.14

7.29

Medium

HME3M

98.94

94.29

88.68

80.78

77.05

98.80

96.22

90.11

84.02

77.89

   CCR Range

2.92

6.18

5.73

12.51

5.56

2.40

5.59

10.57

8.98

8.76

PLR

50.48*

50.62*

50.68*

50.48*

50.55*

50.55*

50.35*

50.62*

50.55*

50.48*

   CCR Range

2.04

0.99

1.30

2.13

1.23

0.97

0.69

1.63

1.31

1.13

SVM (linear)

94.68*

89.80*

83.91

79.64*

76.02

94.28*

89.52*

84.80*

80.19*

73.41*

   CCR Range

2.74

22.91

3.56

4.17

4.12

1.72

2.60

5.17

2.89

5.40

SVM (polynomial)

94.92*

90.30*

84.53*

79.32*

75.07*

94.22*

90.35*

84.53*

79.72*

75.21*

   CCR Range

2.73

21.22

4.00

5.80

2.83

1.65

3.69

6.85

2.85

4.91

SVM (radial)

94.60*

90.30*

84.52*

79.28*

74.70*

94.19*

89.68*

84.31*

80.72*

74.80*

   CCR Range

2.45

4.35

2.82

2.99

4.56

1.90

3.49

4.67

2.93

3.59

Large

HME3M

99.54

97.36

93.29

83.73

77.88

99.39

97.52

94.08

84.78

83.11

   CCR Range

2.96

5.00

9.44

10.17

9.97

1.77

6.12

10.23

10.05

11.56

PLR

50.69*

50.27*

50.49*

50.56*

50.62*

50.41*

50.70*

50.34*

50.83*

50.82*

   CCR Range

1.40

1.27

1.69

1.69

0.82

1.11

1.39

1.51

0.98

1.09

SVM (linear)

94.91*

89.31*

85.58*

79.55*

73.79*

94.23*

89.34*

85.30*

79.67*

74.34*

   CCR Range

0.76

3.29

4.66

3.72

4.51

2.24

2.18

2.68

2.77

7.30

SVM (polynomial)

94.78*

89.45*

85.80*

78.67*

74.05*

94.28*

89.86*

84.69*

79.44*

74.33*

   CCR Range

2.22

2.87

4.94

3.46

4.60

2.24

15.39

3.24

4.66

4.86

SVM (radial)

94.98*

89.74*

85.09*

79.36*

74.21*

94.62*

89.83*

84.47*

79.56*

74.62*

   CCR Range

1.43

4.00

5.29

2.62

2.66

1.69

2.39

2.28

4.99

6.10