Table 8 Comparative analysis of the experimental performance on the best F-measure six gene datasets.

From: Discriminative biomarker selection using hybrid multi-population evolutionary computation

Data

Kfold

Proposed

GA

PSO

DE

TLBO

GSA

Data

Proposed

GA

PSO

DE

TLBO

GSA

Lung

2

98.52

94.25

93.48

96.02

91.26

90.32

SRBCT

99.65

95.63

92.66

94.78

91.33

96.38

4

100

96.22

90.25

91.99

93.78

91.63

98.62

95.84

93.88

91.02

90.02

93.78

6

97.66

89.32

93.78

90.48

93.65

89.3

100

97.25

96.71

93.65

93.78

96.78

8

95.63

90.64

90.55

92.78

100

88.12

99.03

98.36

90.01

95.78

91.85

95.63

10

90.88

91.36

91.65

91.66

88.25

88.88

97.52

92.65

93.66

96.55

93.88

97.12

MLL

2

88.25

87.36

79.36

84.32

76.95

77.41

CNS

88.25

84.63

86.36

77.52

76.35

81.35

4

90.78

80.02

78.21

77.94

77.25

72.36

80.02

80.01

87.54

78.63

79.62

82.65

6

89.34

83.55

77.65

71.65

78.38

78.62

88.14

81.36

86.55

78.95

77.85

80.05

8

91.87

81.63

72.96

75.38

70.14

77.62

81.11

82.63

85.96

71.02

79.65

80

10

92.45

80.32

79.03

75.33

74.63

71.02

82.94

86.55

83.78

70.09

80.54

79.99

Leukemia

2

80.26

77.61

82.12

80.32

80.32

71.6

Ovarian

84.65

80.03

79.54

79.63

80.24

88.95

4

81.63

76.95

81.96

79.03

81.33

74.63

88.06

80.07

77.25

80.05

81.99

80.41

6

82.78

74.02

88.45

82.33

78.14

75.95

87.09

81.65

79.6

78.14

82.47

78.58

8

81.66

70.22

81.97

78.41

77.96

78.55

88.95

83.74

78.18

77.11

81.63

77.94

10

78.22

74.3

79.99

79.86

73.85

73.45

87.65

83.74

77.98

79.65

85.27

72.85