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Table 3 Results obtained for classification datasets using SVM

From: FeatureSelect: a software for feature selection based on machine learning approaches

DS

AL

NOF

ET

AC

AC_STD

AC_CI_L

AC_CI_H

AC_P

AC_TS

ER

ER_STD

ER_CI_L

ER_CI_H

ER_P

ER_TS

CARCINOM)40%, N)

WCC

319

108

27.35

0.28

27.15

27.37

4.33E-69

918.77

17.38

0.001

17.38

17.39

5.75E-94

18,272.5

LCA

270

117

27.35

0.37

27.26

27.39

1.38E-65

869

17.38

0.002

17.38

17.39

1.96E-91

13,823.5

GA

487

260

26.41

1.67

21.32

22.57

3.50E-34

71.6

17.42

0.06

17.57

17.62

6.57E-72

1435.54

PSO

492

52

27.35

2.27

25.15

26.85

1.78E-32

62.47

17.38

0.09

17.4

17.47

6.12E-68

1047.51

ACO

491

110

26.41

3.29

21.789

24.24

2.19E-26

38.29

17.42

0.13

17.51

17.6

2.13E-63

730.34

ICA

488

79

27.35

1.11

25.21

26.04

2.55E-41

126.43

17.38

0.04

17.43

17.47

5.17E-77

2152.86

LA

484

57

26.41

6.71

15.76

20.77

3.96E-15

14.9

17.42

0.26

17.65

17.85

1.47E-54

361.99

HTS

480

43

26.41

3.68

18.97

21.72

1.69E-23

30.27

17.42

0.14

17.61

17.72

4.52E-62

657.31

FOA

333

93

28.3

0.52

27.76

28.15

7.55E-52

291.89

17.42

0.07

17.36

17.41

1.11E-70

1301.99

DSOS

363

78

27.35

0.23

26.38

26.56

4.79E-61

605.92

17.38

0.009

17.41

17.42

2.58E-96

9967.13

CUK

408

111

27.35

0.53

26.78

27.17

3.06E-51

278.11

17.38

0.02

17.39

17.4

2.96E-86

4484.43

BASEHOCK(80%,O)

WCC

14

176

72

5.33

51.03

55.01

9.17E-31

54.48

0.18

0.05

0.45

0.49

2.93E-29

48.28

LCA

15

140

75.25

6.57

53.91

58.82

6.49E-29

46.96

0.25

0.07

0.41

0.46

9.64E-26

36.35

GA

20

327

48.75

0.87

46.18

46.82

6.60E-52

293.25

0.51

0.01

0.53

0.54

1.13E-53

337.4

PSO

20

121

50.25

1.57

45.33

46.5

2.72E-44

160.12

0.5

0.02

0.53

0.55

2.37E-46

188.6

ACO

20

140

47.75

1.1

45.01

45.83

1.09E-48

227.11

0.52

0.01

0.54

0.55

5.28E-51

272.95

ICA

20

165

51

1.07

48.34

49.14

6.71E-50

250.04

0.49

0.01

0.51

0.52

1.55E-50

262.95

LA

20

81

68.25

3.8

51.1

53.94

7.28E-35

75.61

0.32

0.04

0.46

0.49

1.33E-33

68.36

HTS

20

65

47.5

0.89

45.32

45.98

2.25E-51

281.07

0.53

0.01

0.54

0.55

1.43E-53

334.63

FOA

16

85

65.5

3.9

47

49.92

1.53E-33

68.02

0.35

0.04

0.5

0.53

2.59E-34

72.35

DSOS

15

118

46

0.81

43.25

43.86

6.68E-52

293.13

0.54

0.01

0.56

0.57

3.65E-55

379.83

CUK

18

138

66.25

3.04

51.37

53.64

1.16E-37

94.51

0.34

0.03

0.46

0.49

2.10E-36

85.48

USPS(80%, F)

WCC

10

13

85.15

0.19

84.93

85.39

4.60E-09

290.07

2.07

0.16

1.58

1.85

0.00001

28.5

LCA

10

12

85.15

0.83

82.93

84.99

5.27E-09

226.64

2.15

0.26

2.06

2.7

0.00003

20.56

GA

10

10

85.15

1.5

80.71

84.44

2.62E-08

122.97

2.56

0.38

2.1

3.05

0.00011

15.06

PSO

10

6

87.13

2.05

82.01

87.1

8.33E-08

92.09

2.17

0.29

1.88

2.59

0.00006

17.34

ACO

10

17

85.15

2.03

80.85

85.89

8.41E-08

91.87

2.91

0.48

1.57

2.77

0.00055

10.02

ICA

10

7

86.14

2.05

80.02

85.12

9.16E-08

89.93

2.68

0.29

2.58

3.31

0.00002

22.37

LA

10

16

89.11

2.89

83.54

90.71

2.88E-07

67.49

1.56

0.57

1.23

2.65

0.00161

7.59

HTS

10

8

81.19

1.63

77.39

81.43

4.22E-08

109.14

3.43

0.62

3.2

4.74

0.00013

14.33

FOA

10

9

83.17

1.29

80.38

83.58

1.47E-08

142

1.74

0.67

1.65

3.3

0.00113

8.33

DSOS

10

14

82.18

2.85

74.28

81.36

4.32E-07

61.01

3.41

0.59

2.37

3.85

0.00003

11.69

CUK

10

14

84.16

1.63

80.36

84.4

3.64E-08

113.22

2.1

0.68

1.46

3.16

0.001637

7.56

DRIVE)50%, N)

WCC

3

70

91.8

0.18

91.5

91.51

1.81E-76

2759

0.08

0.001

0.08

0.09

1.05E-45

185.46

LCA

3

69

91.8

0.26

91.34

91.54

1.62E-75

1911.5

0.08

0.002

0.08

0.09

1.09E-45

178.97

GA

3

16

91.8

0.33

90.95

91.2

1.67E-72

1505.2

0.08

0.002

0.09

0.09

2.93E-43

147.51

PSO

3

6

91.26

0.88

88.63

89.29

6.05E-60

555.22

0.09

0.01

0.11

0.11

1.06E-33

68.89

ACO

3

34

91.26

0.93

88.65

89.34

2.93E-59

525.82

0.09

0.01

0.11

0.11

5.69E-33

65

ICA

3

9

91.8

0.74

90.72

91.28

2.41E-62

671.77

0.08

0.01

0.09

0.09

3.05E-33

66.42

LA

3

18

91.26

1.26

89.04

89.98

1.92E-55

388.32

0.09

0.01

0.1

0.11

1.58E-28

45.52

HTS

3

26

90.71

0.65

88.55

89.04

1.24E-63

744.03

0.09

0.01

0.11

0.11

1.41E-37

93.86

FOA

2

41

91.26

0.78

88.54

89.13

2.21E-61

622.33

0.09

0.01

0.11

0.11

2.73E-35

78.22

DSOS

3

52

91.26

0.53

88.45

88.85

3.12E-66

914.72

0.09

0.01

0.11

0.12

2.35E-40

117.09

CUK

3

67

91.8

1.3

89.33

90.3

3.66E-55

379.77

0.08

0.01

0.1

0.11

7.78E-28

43.05

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BMC Bioinformatics

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