Table 3

Five classifier performance under the 10-fold CV

Dataset

Ave. classification rate ± std (%)

Ave. sensitivity ± std (%)

Ave. specificity ± std (%)


Colorectal

mica-svm

100.0 ± 00.00

100.0 ± 00.00

100.0 ± 00.00

pca-lda

93.71 ± 07.46

93.50 ± 10.55

93.57 ± 11.45

svm

96.27 ± 06.45

96.00 ± 08.43

96.67 ± 07.03

pca-svm

95.45 ± 06.43

94.00 ± 09.66

96.90 ± 06.55

ica-svm

96.35 ± 04.73

96.00 ± 08.43

96.67 ± 07.03

HCC

mica-svm

99.33 ± 02.11

98.57 ± 04.52

100.0 ± 00.00

pca-lda

91.33 ± 05.49

90.36 ± 06.69

92.32 ± 08.87

svm

93.99 ± 06.55

94.64 ± 09.11

93.57 ± 09.00

pca-svm

90.16 ± 06.20

91.61 ± 09.89

88.75 ± 10.94

ica-svm

92.79 ± 07.10

91.79 ± 11.42

93.75 ± 08.84

Ovarian-qaqc

mica-svm

99.52 ± 01.51

100.0 ± 00.00

99.17 ± 02.64

pca-lda

99.07 ± 01.96

100.0 ± 00.00

98.33 ± 03.51

svm

97.68 ± 03.25

96.78 ± 05.20

98.40 ± 03.38

pca-svm

98.61 ± 02.23

99.00 ± 03.16

98.33 ± 03.51

ica-svm

99.09 ± 01.92

99.00 ± 03.16

99.17 ± 02.64

Prostate

mica-svm

100.0 ± 00.00

100.0 ± 00.00

100.0 ± 00.00

pca-lda

98.52 ± 03.13

98.57 ± 04.52

98.33 ± 05.27

svm

96.98 ± 03.90

94.29 ± 07.38

100.0 ± 00.00

pca-svm

99.23 ± 02.43

100.0 ± 00.00

98.33 ± 05.27

ica-svm

98.45 ± 03.27

98.57 ± 04.52

98.33 ± 05.27

Cirrhotic

mica-svm

100.0 ± 00.00

100.0 ± 00.00

100.0 ± 00.00

pca-lda

96.73 ± 05.77

94.00 ± 09.66

98.57 ± 04.52

svm

96.79 ± 04.14

96.00 ± 08.43

97.14 ± 06.02

pca-svm

95.13 ± 05.75

90.33 ± 13.92

98.57 ± 04.52

ica-svm

96.67 ± 05.83

94.00 ± 13.50

98.57 ± 04.52


Han BMC Systems Biology 2011 5(Suppl 2):S5   doi:10.1186/1752-0509-5-S2-S5

Open Data