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Table 3 Five classifier performance under the 10-fold CV

From: A high performance profile-biomarker diagnosis for mass spectral profiles

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