Table 2 Performance of seven algorithms under the 100 trials of 50% HOCV
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 | 99.05±01.82 | 98.84±03.41 | 99.28±01.82 |
svm | 95.71±02.01 | 95.28±03.67 | 96.19±02.88 |
pca-svm | 95.37±01.98 | 93.60±04.18 | 96.83±02.93 |
ica-svm | 95.57±02.02 | 93.69±04.11 | 97.11±02.81 |
nmf-svm | 92.46±02.97 | 89.91±06.92 | 94.65±04.04 |
lda | 87.39±04.60 | 84.97±07.56 | 89.36±06.11 |
pca-lda | 94.21±02.75 | 93.87±03.64 | 94.51±04.03 |
HCC | |||
mica-svm | 99.07±01.03 | 98.82±01.73 | 99.31±01.62 |
svm | 93.08±02.33 | 93.42±03.55 | 92.95±04.12 |
pca-svm | 89.65±02.86 | 89.09±04.46 | 90.33±04.59 |
ica-svm | 90.15±02.63 | 89.76±04.27 | 90.70±04.35 |
nmf-svm | 89.81±03.17 | 87.68±07.28 | 92.22±05.14 |
lda | 89.48±03.67 | 91.55±04.42 | 87.75±06.88 |
pca-lda | 91.20±02.81 | 90.08±05.18 | 92.38±03.62 |
Ovarian-qaqc | |||
mica-svm | 99.09±01.09 | 98.94±02.15 | 99.25±01.11 |
svm | 97.64±01.36 | 97.42±02.04 | 97.86±02.18 |
pca-svm | 98.63±00.88 | 99.28±01.20 | 98.12±01.58 |
ica-svm | 98.52±00.83 | 99.06±01.30 | 98.10±01.50 |
nmf-svm | 92.47±03.23 | 94.23±03.72 | 91.15±04.89 |
lda | 81.42±04.48 | 87.86±05.17 | 76.26±06.91 |
pca-lda | 98.42±01.04 | 99.30±01.13 | 97.73±01.94 |
Prostate | |||
mica-svm | 99.36±00.99 | 99.09±01.43 | 99.64±01.66 |
svm | 95.91±02.09 | 95.75±03.05 | 96.18±03.99 |
pca-svm | 97.94±01.65 | 98.48±01.70 | 97.43±03.24 |
ica-svm | 98.23±01.61 | 98.36±01.84 | 98.14±02.84 |
nmf-svm | 91.21±04.67 | 94.44±04.70 | 87.46±06.69 |
lda | 89.92±04.77 | 94.43±04.65 | 85.02±10.46 |
pca-lda | 97.50±02.20 | 97.90±02.50 | 97.10±03.25 |
Cirrhotic | |||
mica-svm | 99.52±00.85 | 99.44±01.65 | 99.62±00.95 |
svm | 95.10± 03.17 | 92.97± 05.91 | 96.71± 03.10 |
pca-svm | 91.52± 03.76 | 88.00± 08.39 | 94.15± 03.86 |
ica-svm | 92.07± 03.41 | 88.47± 07.92 | 94.72± 03.48 |
nmf-svm | 88.03±03.10 | 80.43±07.84 | 93.42±03.62 |
lda | 86.66±06.11 | 86.57±10.30 | 86.93±08.19 |
pca-lda | 92.39±03.62 | 89.04±07.45 | 94.83±03.48 |