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Table 9 Classification accuracy for 13 sets of cancer microarray (%)

From: Gene selection for cancer identification: a decision tree model empowered by particle swarm optimization algorithm

Data set

Run no.

SVM

SOM

BPNN

C4.5

NB

CART

AIRS

PSODT

13 cancer

1

72.46

52.60

42.58

93.14

94.21

91.42

50.41

97.26

 

2

72.46

52.77

41.77

93.25

93.78

90.54

52.31

98.72

 

3

72.51

51.39

42.59

93.26

93.60

91.77

53.33

97.25

 

4

72.51

52.60

42.33

93.25

94.81

92.04

53.85

97.79

 

5

73.62

52.60

43.33

93.25

94.02

91.09

53.71

97.39

 

Avg.

72.71

52.39

42.52

93.23

94.08

91.37

52.72

97.68

 

(Std.)

(0.51)

(0.56)

(0.56)

(0.05)

(0.47)

(0.59)

(1.43)

(0.62)