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 |