Skip to main content

Table 7 The 5-fold CV classification accuracies of ELM based on the five gene selection methods on the five data

From: An efficient gene selection method for microarray data based on LASSO and BPSO

Method

5-fold CV Accuracy (Mean% ± std) and selected gene number

Colon

Brain cancer

Leukemia

Lymphoma

LUNG

 BPSO-ELM

93.34 ± 0.020(9)

85.45 ± 0.023(7)

98.50 ± 0.003(5)

83.50 ± 0.027(8)

94.80 ± 0.006(11)

 KMeans-BPSO-ELM

93.50 ± 0.020(9)

87.23 ± 0.023(8)

99.17 ± 0.010(4)

85.14 ± 0.029(6)

95.64 ± 0.006(12)

 KMeans-GCSI-MBPSO-ELM

97.61 ± 0.014(6)

88.63 ± 0.022(6)

100 ± 0.00(3)

86.97 ± 0.024(8)

97.10 ± 0.006(11)

 SC-IPSO-ELM

99.05 ± 0.011(13)

91.88 ± 0.019(7)

100 ± 0.00(3)

93.79 ± 0.020(7)

98.67 ± 0.019(11)

 The proposed method

97.42 ± 0.011(14)

92.67 ± 0.008 (8)

100 ± 0.000(8)

92.23 ± 0.005(8)

95.81 ± 0.004(11)