Dataset | Avg. classification rate ± std (%) | Avg. sensitivity ± std (%) | Avg. specificity ± std (%) |
---|---|---|---|
Stroma | |||
mica-svm | 98.00 ± 06.32 | 100.0 ± 00.00 | 95.00 ± 15.81 |
pca-lda | 71.83 ± 11.15 | 94.17 ± 12.45 | 15.00 ± 33.75 |
svm | 74.83 ± 19.76 | 90.83 ± 14.93 | 35.00 ± 47.43 |
pca-svm | 71.00 ± 16.47 | 91.67 ± 18.00 | 15.00 ± 33.75 |
Breast_1 | |||
mica-svm | 99.52 ± 01.51 | 100.0 ± 00.00 | 98.00 ± 06.32 |
pca-lda | 88.51 ± 06.10 | 90.88 ± 07.60 | 81.00 ± 15.56 |
svm | 87.49 ± 06.85 | 91.91 ± 08.37 | 75.00 ± 22.62 |
pca-svm | 88.00 ± 04.99 | 91.47 ± 05.81 | 77.00 ± 15.27 |
Prostate | |||
mica-svm | 100.0 ± 00.00 | 100.0 ± 00.00 | 100.0 ± 00.00 |
pca-lda | 93.29 ± 05.50 | 90.71 ± 08.74 | 96.67 ± 07.03 |
svm | 94.12 ± 05.84 | 92.32 ± 06.63 | 96.33 ± 07.77 |
pca-svm | 93.35 ± 05.48 | 92.32 ± 08.87 | 95.00 ± 08.05 |
Glioma | |||
mica-svm | 100.0 ± 00.00 | 100.0 ± 00.00 | 100.0 ± 00.00 |
pca-lda | 76.33 ± 18.93 | 68.33 ± 36.39 | 81.67 ± 19.95 |
svm | 75.67 ± 19.82 | 66.67 ± 33.33 | 81.67 ± 19.95 |
pca-svm | 78.00 ± 17.98 | 68.33 ± 27.72 | 86.67 ± 17.21 |
HCC | |||
mica-svm | 100.0 ± 00.00 | 100.0 ± 00.00 | 100.0 ± 00.00 |
pca-lda | 68.33 ± 14.59 | 80.00 ± 15.81 | 45.00 ± 43.78 |
svm | 71.67 ± 15.81 | 82.50 ± 16.87 | 50.00 ± 33.33 |
pca-svm | 63.33 ± 17.21 | 77.50 ± 14.19 | 35.00 ± 33.75 |
Breast_2 | |||
mica-svm | 99.00 ± 03.16 | 100.0 ± 00.00 | 98.00 ± 06.32 |
pca-lda | 62.77 ± 20.39 | 59.33 ± 19.74 | 66.50 ± 28.87 |
svm | 67.61 ± 17.41 | 66.33 ± 25.26 | 69.00 ± 29.89 |
pca-svm | 62.94 ± 13.09 | 60.67 ± 23.19 | 65.00 ± 22.36 |