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Table 2 Performance comparison of different gene selection methods based on the number of selected genes

From: A graph-based gene selection method for medical diagnosis problems using a many-objective PSO algorithm

Dataset

Gene selection method

MaPSOGS

Geometric PSO

PSO

RMA

RPSW

EPSO

Hybrid BPSO-BBHA

PSOC4.5

AMLGSE2191

10

32

98

12

46

28

37

34

Colon

3

19

81

2

37

23

16

12

DLBCL

4

21

88

4

28

16

12

8

Leukaemia

6

18

85

5

24

21

28

24

Prostate

4

18

99

5

16

14

10

11

MLL

3

9

94

4

18

19

8

12

SRBCT

6

12

78

6

16

31

18

10

Average

5.14

18.42

89

5.42

26.42

21.71

18.42

15.85