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Table 4 Comparative percentage of Classification Accuracy (%CA) values of proposed CMVMC-based gene selection as well as other existing methods

From: A consensus multi-view multi-objective gene selection approach for improved sample classification

Data set

# of genes

Algorithms

%CA

Multiple tissues

41

CMVMC-gene selection

92.73

 

40

PAM+AMOSA

92.14

 

34

UMC-v1-v2

78.4

 

42

CLARANS+k-NN

81.03

  

CLARANS+RF

76.0

  

CLARANS+C4.5

65.0

  

CLARANS+NB

92.23

  

CLARANS+MLP

89.32

Yeast

10

CMVMC-gene selection

95.84

 

10

PAM+AMOSA

95.63

 

6

UMC-v1-v2

79.5

 

15

CLARANS+k-NN

86.78

  

CLARANS+RF

94.12

  

CLARANS+C4.5

94.12

  

CLARANS+NB

94.12

  

CLARANS+MLP

94.12