Table 16 Descriptive Statistics of employed eight classifiers.

MNB

76.42

42.33

79.76

94.88

87.80

65.48

0.76

0.15

0.81

0.99

0.90

0.62

24.71

BNB

74.62

43.56

79.20

96.46

85.12

62.20

0.70

0.17

0.74

0.97

0.85

0.57

27.34

GNB

78.29

13.27

81.55

99.53

91.03

68.54

0.84

0.35

0.89

1.00

0.95

0.77

16.19

DT

91.78

76.85

92.48

100.00

95.12

89.27

0.88

0.43

0.92

1.00

0.95

0.85

15.08

LOGR

83.02

48.40

86.36

98.21

92.22

75.00

0.84

0.33

0.88

1.00

0.95

0.77

17.55

KNN

90.22

70.68

91.15

99.06

94.20

87.76

0.92

0.39

0.96

1.00

0.97

0.91

9.89

SVC-LIN

71.21

14.16

70.49

98.51

78.54

63.85

0.63

0.38

0.60

1.00

0.69

0.52

27.60

SVC-POLY

74.08

34.51

73.41

98.81

80.00

67.31

0.64

0.17

0.62

1.00

0.70

0.54

26.18

SVC-RBF

73.68

19.47

73.41

97.91

79.50

67.32

0.65

0.22

0.62

1.00

0.73

0.54

25.38

MLP-LNF

85.16

42.72

91.15

99.40

94.97

82.77

0.82

0.18

0.93

1.00

0.96

0.76

15.93

MLP-SG

78.57

41.09

85.37

98.58

92.49

63.39

0.74

0.08

0.82

1.00

0.95

0.51

22.33

MLP-ADAM

86.90

45.77

91.15

99.30

94.63

84.64

0.85

0.18

0.94

1.00

0.98

0.79

12.73

BAG

89.46

73.37

90.25

98.58

93.83

86.87

0.92

0.29

0.96

1.00

0.98

0.90

7.78

RF

93.49

81.79

94.39

100.00

96.43

90.98

0.94

0.31

0.97

1.00

0.99

0.94

5.78

EXTR

94.28

81.68

95.07

99.76

96.90

92.10

0.94

0.35

0.98

1.00

0.99

0.95

5.35

AdaB

90.16

68.32

91.46

99.76

94.69

87.17

0.91

0.37

0.95

1.00

0.98

0.88

9.81

GraB

89.95

67.50

91.34

99.53

94.39

87.12

0.88

0.05

0.95

1.00

0.98

0.85

11.29

DL1

83.23

44.44

86.59

99.06

92.92

75.26

0.83

0.20

0.88

1.00

0.96

0.75

18.40

DL2

84.74

43.46

88.96

99.10

93.90

77.65

0.84

0.19

0.89

1.00

0.96

0.78

16.46

DL3

84.51

43.21

89.38

99.06

93.88

77.59

0.84

0.19

0.89

1.00

0.96

0.77

17.22

DL4

82.19

43.21

88.52

99.10

93.81

73.44

0.81

0.19

0.87

1.00

0.95

0.74

19.87

DL5

81.18

42.96

86.30

99.53

93.34

70.83

0.82

0.27

0.87

1.00

0.96

0.74

18.12

DL6

80.98

43.66

85.12

99.29

93.41

71.31

0.82

0.21

0.86

1.00

0.96

0.74

18.45

WELM-SIG

73.57

31.86

75.55

96.23

84.15

64.54

0.78

0.31

0.82

1.00

0.91

0.67

22.43

WELM-SIN

75.51

30.97

77.80

98.11

86.01

66.05

0.80

0.33

0.84

1.00

0.93

0.72

19.25

WELM-RBS

75.04

20.35

77.76

97.88

85.84

65.59

0.80

0.32

0.84

1.00

0.93

0.71

19.47

WELM-TRBS

75.56

20.35

77.84

98.11

86.34

66.09

0.81

0.34

0.85

1.00

0.94

0.71

18.09

LSSVM-LIN

86.51

55.20

89.38

100.00

94.25

79.78

0.89

0.54

0.93

1.00

0.98

0.82

9.85

LSSVM-Poly

92.21

58.91

93.89

100.00

97.78

89.36

0.95

0.63

0.98

1.00

1.00

0.93

3.87

LSSVM-RBF

98.23

85.15

99.06

100.00

99.51

97.80

0.99

0.74

1.00

1.00

1.00

1.00

1.18

ELM-LIN

77.30

49.12

80.76

98.35

89.38

66.34

0.70

0.33

0.71

0.98

0.84

0.50

27.26

ELM-RBF

79.91

49.27

83.49

98.11

90.71

71.32

0.72

0.49

0.75

0.98

0.86

0.53

26.08

ELM-Poly

81.89

49.27

86.29

98.82

92.48

73.79

0.75

0.48

0.78

0.99

0.89

0.62

24.08