Table 5

Performance of MICA-SVM, PLS-REG, NR-LLD, and RPLS-LLD

Algorithms

MICA-SVM

PLS-REG

NR-LLD

RPLS-LLD


Data

Average classification rates under the 100 trials of 50% HOCV (%)


Colorectal

99.05±01.82

96.64±02.19

97.02±01.78

96.23±02.32

HCC

99.07±01.03

94.60±02.12

91.09±02.65

94.40±02.19

Ovarian-qaqc

99.09±01.09

95.44±02.00

98.18±01.52

96.68±02.00

Prostate

99.36±00.99

98.32±01.43

96.74±01.97

98.32±01.47

Cirrhotic

99.52±00.85

91.36±03.44

89.82±03.50

92.84±02.36

Three-class

97.37±01.20

68.51±04.82

84.04±03.66

85.23±03.31


Data

Average classification rates under10-fold CV (%)


Colorectal

100.0±00.00

94.53±08.80

98.09±04.03

97.18±06.25

HCC

99.33±02.11

92.70±07.26

93.32±07.26

93.37±06.29

Ovarian-qaqc

99.52±01.51

98.64±04.31

98.18±03.18

98.16±02.38

Prostate

100.0±00.00

99.32±02.43

96.26±05.19

99.29±02.26

Cirrhotic

100.0±00.00

95.06±07.00

89.36±09.60

94.36±06.62

Three-class

98.52±03.35

77.11±08.23

85.99±08.17

88.64±06.83


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

Open Data