Table 1 Mean values and standard errors of hs_hr and ms_hr.
DATA SET | GENE SELECTION METHOD | MEAN(HS_HR) ± STD(HS_HR), % | MEAN(MS_HR) ± STD(MS_HR), % | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Â | Â | NMSC | SVM | NBC | RF | NMSC | SVM | NBC | RF |
Leukemia | NBC-MMC | 99.9 ± 0.6 | 99.4 ± 1.2 | 98.3 ± 2.3 | 98.4 ± 1.4 | 98.1 ± 1.4 | 93.4 ± 2.8 | 94.3 ± 2.8 | 95.6 ± 2.3 |
|  | NMSC-MMC | 99.9 ± 0.6 | 99.1 ± 1.3 | 98.4 ± 1.9 | 98.6 ± 1.9 | 97.9 ± 1.2 | 93.3 ± 2.8 | 95.2 ± 2.8 | 95.7 ± 3.4 |
|  | NBC-MSC | 99.4 ± 1.1 | 99.1 ± 1.3 | 98.9 ± 1.4 | 98.4 ± 1.7 | 98.5 ± 1.6 | 94.9 ± 2.7 | 94.6 ± 2.7 | 96.0 ± 2.5 |
|  | NMSC-MSC | 99.7 ± 0.9 | 99.6 ± 1.0 | 98.6 ± 1.7 | 98.7 ± 1.7 | 97.7 ± 1.4 | 94.8 ± 2.5 | 94.6 ± 3.4 | 95.7 ± 3.1 |
|  | GLGS | 99.6 ± 1.0 | 98.9 ± 1.7 | 98.6 ± 1.7 | 98.6 ± 1.7 | 97.8 ± 1.7 | 92.5 ± 3.8 | 95.3 ± 1.8 | 95.0 ± 2.5 |
|  | LOOCSFS | 97.1 ± 3.3 | 98.0 ± 1.5 | 97.7 ± 1.9 | 99.3 ± 1.2 | 93.9 ± 3.5 | 94.8 ± 3.1 | 94.5 ± 2.7 | 96.7 ± 1.6 |
|  | SVMRFE | 98.0 ± 2.0 | 95.4 ± 3.9 | 97.3 ± 2.1 | 98.0 ± 2.0 | 95.7 ± 2.8 | 92.5 ± 5.2 | 92.5 ± 3.0 | 93.4 ± 1.9 |
|  | SFFS-LSBOUND | 97.1 ± 2.5 | 97.4 ± 3.8 | 96.3 ± 4.1 | 97.1 ± 2.8 | 93.8 ± 4.3 | 92.9 ± 3.8 | 90.2 ± 5.8 | 92.6 ± 4.1 |
|  | SFS-LSBOUND | 97.1 ± 2.8 | 97.0 ± 3.0 | 96.4 ± 3.6 | 97.3 ± 3.0 | 94.6 ± 3.5 | 93.6 ± 3.8 | 91.2 ± 5.0 | 93.0 ± 5.1 |
|  | T-TEST | 94.8 ± 3.5 | 95.4 ± 4.5 | 93.3 ± 6.9 | 96.8 ± 2.9 | 92.2 ± 3.9 | 90.7 ± 4.8 | 90.1 ± 6.5 | 93.5 ± 3.6 |
Lymphoma | NBC-MMC | 98.1 ± 2.6 | 99.0 ± 1.3 | 97.3 ± 2.6 | 96.4 ± 2.8 | 96.2 ± 4.3 | 93.8 ± 2.8 | 91.7 ± 3.9 | 91.6 ± 3.7 |
|  | NMSC-MMC | 99.2 ± 1.2 | 98.8 ± 1.6 | 97.9 ± 2.6 | 96.5 ± 3.7 | 96.9 ± 1.9 | 93.0 ± 2.8 | 93.1 ± 3.3 | 92.3 ± 4.0 |
|  | NBC-MSC | 99.4 ± 1.1 | 98.4 ± 1.8 | 97.9 ± 2.6 | 96.8 ± 3.3 | 97.5 ± 1.9 | 93.1 ± 3.5 | 92.7 ± 3.5 | 92.6 ± 4.1 |
|  | NMSC-MSC | 99.5 ± 1.1 | 98.8 ± 1.6 | 98.1 ± 2.0 | 97.0 ± 3.6 | 97.2 ± 1.9 | 93.9 ± 3.0 | 93.9 ± 3.1 | 93.4 ± 3.9 |
|  | GLGS | 98.6 ± 1.8 | 98.2 ± 1.9 | 97.0 ± 2.6 | 96.9 ± 2.3 | 96.5 ± 2.1 | 92.5 ± 3.8 | 92.3 ± 3.6 | 91.7 ± 2.9 |
|  | LOOCSFS | 87.0 ± 7.2 | 93.0 ± 5.3 | 87.3 ± 5.1 | 92.9 ± 4.8 | 85.8 ± 6.8 | 87.8 ± 5.4 | 85.1 ± 4.5 | 88.2 ± 4.3 |
|  | SVMRFE | 99.2 ± 1.5 | 96.5 ± 3.9 | 97.2 ± 3.4 | 96.6 ± 3.1 | 96.5 ± 2.0 | 91.8 ± 4.3 | 93.1 ± 4.0 | 93.3 ± 4.0 |
|  | SFFS-LSBOUND | 88.7 ± 6.1 | 95.1 ± 3.3 | 84.0 ± 4.9 | 92.2 ± 4.7 | 87.0 ± 5.7 | 88.2 ± 4.9 | 80.6 ± 3.9 | 86.8 ± 4.8 |
|  | SFS-LSBOUND | 87.7 ± 6.1 | 96.1 ± 3.5 | 86.1 ± 3.5 | 91.8 ± 4.2 | 86.4 ± 5.6 | 91.1 ± 3.7 | 82.7 ± 3.4 | 86.1 ± 4.8 |
|  | T-TEST | 86.0 ± 5.7 | 94.4 ± 3.0 | 86.5 ± 7.0 | 91.7 ± 5.2 | 84.3 ± 5.8 | 87.7 ± 3.3 | 83.9 ± 6.1 | 87.2 ± 4.5 |
Prostate | NBC-MMC | 96.3 ± 2.4 | 95.8 ± 2.5 | 94.8 ± 2.6 | 96.5 ± 2.0 | 94.2 ± 2.8 | 91.6 ± 2.3 | 90.4 ± 2.7 | 92.1 ± 2.2 |
|  | NMSC-MMC | 95.6 ± 2.3 | 95.9 ± 2.5 | 93.7 ± 2.8 | 95.3 ± 2.3 | 92.7 ± 2.3 | 91.4 ± 2.8 | 90.7 ± 3.1 | 91.3 ± 2.3 |
|  | NBC-MSC | 96.4 ± 2.0 | 96.6 ± 1.9 | 95.2 ± 2.1 | 96.5 ± 1.9 | 94.6 ± 2.3 | 92.5 ± 2.3 | 91.0 ± 2.3 | 92.5 ± 2.2 |
|  | NMSC-MSC | 96.9 ± 2.3 | 96.7 ± 1.7 | 94.5 ± 2.0 | 95.8 ± 1.8 | 94.5 ± 2.4 | 92.8 ± 1.9 | 91.8 ± 2.5 | 92.0 ± 1.9 |
|  | GLGS | 93.6 ± 3.0 | 96.1 ± 2.2 | 90.4 ± 3.9 | 94.7 ± 2.0 | 91.5 ± 2.7 | 91.7 ± 2.6 | 87.5 ± 3.4 | 90.0 ± 2.5 |
|  | LOOCSFS | 88.4 ± 5.2 | 94.9 ± 2.9 | 90.7 ± 5.3 | 95.2 ± 2.6 | 87.0 ± 4.7 | 91.1 ± 3.4 | 88.0 ± 4.5 | 92.3 ± 2.3 |
|  | SVMRFE | 94.1 ± 3.4 | 92.3 ± 2.7 | 92.8 ± 4.3 | 95.7 ± 2.6 | 92.4 ± 3.3 | 86.7 ± 3.5 | 90.0 ± 4.0 | 92.5 ± 2.8 |
|  | SFFS-LSBOUND | 90.4 ± 3.2 | 93.4 ± 2.8 | 86.2 ± 5.8 | 90.2 ± 3.2 | 88.9 ± 3.1 | 86.0 ± 3.2 | 84.4 ± 5.1 | 86.1 ± 4.0 |
|  | SFS-LSBOUND | 89.7 ± 4.9 | 92.7 ± 4.0 | 87.3 ± 5.4 | 92.4 ± 3.5 | 88.3 ± 5.1 | 87.2 ± 5.0 | 85.1 ± 5.4 | 89.0 ± 3.9 |
|  | T-TEST | 91.4 ± 4.1 | 92.5 ± 2.1 | 91.7 ± 2.8 | 94.0 ± 3.0 | 89.7 ± 3.7 | 87.1 ± 3.2 | 89.0 ± 4.3 | 91.0 ± 3.1 |
Colon | NBC-MMC | 88.7 ± 5.5 | 87.7 ± 5.2 | 86.5 ± 4.0 | 89.7 ± 4.9 | 84.5 ± 5.2 | 80.9 ± 6.0 | 78.2 ± 4.9 | 82.5 ± 5.5 |
|  | NMSC-MMC | 91.1 ± 5.0 | 87.7 ± 3.9 | 87.4 ± 5.3 | 90.0 ± 4.0 | 84.9 ± 7.1 | 81.3 ± 5.5 | 80.8 ± 5.9 | 83.3 ± 5.4 |
|  | NBC-MSC | 89.4 ± 4.3 | 86.9 ± 4.6 | 88.7 ± 6.0 | 90.0 ± 4.0 | 86.0 ± 5.2 | 80.3 ± 5.6 | 82.1 ± 4.8 | 84.4 ± 4.7 |
|  | NMSC-MSC | 91.0 ± 5.3 | 87.6 ± 4.7 | 88.1 ± 3.3 | 90.0 ± 4.4 | 86.0 ± 5.4 | 80.9 ± 5.5 | 82.6 ± 4.0 | 83.9 ± 4.5 |
|  | GLGS | 87.3 ± 6.2 | 87.3 ± 4.6 | 85.2 ± 4.8 | 90.5 ± 4.3 | 83.7 ± 6.6 | 81.2 ± 5.5 | 77.6 ± 5.8 | 83.0 ± 4.5 |
|  | LOOCSFS | 85.0 ± 5.3 | 86.3 ± 3.9 | 81.6 ± 5.8 | 86.8 ± 5.3 | 82.2 ± 4.6 | 79.3 ± 5.2 | 76.7 ± 6.9 | 80.3 ± 5.3 |
|  | SVMRFE | 86.0 ± 6.7 | 86.8 ± 4.8 | 82.1 ± 7.4 | 86.3 ± 5.5 | 81.8 ± 7.2 | 80.7 ± 4.7 | 77.7 ± 7.5 | 80.3 ± 6.0 |
|  | SFFS-LSBOUND | 85.0 ± 4.8 | 87.1 ± 4.4 | 72.7 ± 7.0 | 82.6 ± 6.0 | 82.4 ± 4.4 | 76.2 ± 6.3 | 69.5 ± 8.3 | 74.6 ± 6.8 |
|  | SFS-LSBOUND | 85.3 ± 4.6 | 85.8 ± 5.3 | 76.8 ± 7.1 | 86.0 ± 4.1 | 83.3 ± 4.7 | 77.7 ± 6.4 | 72.5 ± 6.2 | 77.6 ± 4.5 |
|  | T-TEST | 77.4 ± 10.4 | 85.5 ± 4.0 | 76.3 ± 8.3 | 81.5 ± 7.2 | 74.9 ± 10.8 | 75.3 ± 5.7 | 72.8 ± 8.2 | 75.1 ± 7.8 |
CNS | NBC-MMC | 91.8 ± 6.1 | 92.9 ± 3.6 | 77.8 ± 5.2 | 85.7 ± 4.0 | 86.7 ± 6.0 | 82.4 ± 4.7 | 67.3 ± 4.1 | 76.3 ± 4.0 |
|  | NMSC-MMC | 90.0 ± 6.4 | 92.2 ± 5.7 | 78.0 ± 5.3 | 82.7 ± 5.2 | 82.8 ± 6.8 | 82.1 ± 5.6 | 67.5 ± 5.5 | 73.5 ± 4.9 |
|  | NBC-MSC | 94.0 ± 4.6 | 92.0 ± 4.4 | 81.1 ± 4.1 | 85.5 ± 4.9 | 88.4 ± 5.2 | 82.6 ± 5.5 | 70.2 ± 3.7 | 75.9 ± 5.3 |
|  | NMSC-MSC | 92.8 ± 4.0 | 91.6 ± 4.9 | 81.3 ± 6.1 | 84.9 ± 4.1 | 85.6 ± 4.3 | 81.4 ± 6.2 | 70.0 ± 4.5 | 74.4 ± 4.2 |
|  | GLGS | 84.7 ± 3.3 | 91.1 ± 5.4 | 78.8 ± 5.5 | 84.2 ± 5.0 | 82.4 ± 3.6 | 81.3 ± 4.8 | 67.9 ± 4.5 | 75.3 ± 4.3 |
|  | LOOCSFS | 71.3 ± 9.8 | 85.0 ± 5.9 | 79.1 ± 7.7 | 83.2 ± 4.4 | 69.3 ± 8.0 | 77.6 ± 4.5 | 71.8 ± 6.2 | 75.3 ± 5.1 |
|  | SVMRFE | 83.2 ± 8.9 | 85.1 ± 8.4 | 77.1 ± 6.8 | 83.5 ± 4.3 | 77.0 ± 8.0 | 75.0 ± 8.8 | 65.7 ± 7.2 | 73.3 ± 4.9 |
|  | SFFS-LSBOUND | 68.1 ± 6.7 | 71.9 ± 7.1 | 67.6 ± 7.7 | 76.2 ± 4.5 | 65.3 ± 6.3 | 59.4 ± 7.5 | 61.3 ± 6.1 | 66.9 ± 4.8 |
|  | SFS-LSBOUND | 67.8 ± 6.2 | 72.4 ± 4.9 | 69.8 ± 8.2 | 76.2 ± 5.0 | 65.7 ± 5.4 | 60.7 ± 5.1 | 63.7 ± 7.2 | 68.4 ± 4.5 |
|  | T-TEST | 67.5 ± 8.8 | 77.4 ± 6.4 | 67.0 ± 7.1 | 75.5 ± 5.9 | 63.4 ± 7.6 | 67.3 ± 5.8 | 60.9 ± 6.8 | 67.8 ± 4.9 |
Breast | NBC-MMC | 82.5 ± 6.0 | 82.9 ± 3.5 | 84.1 ± 3.0 | 84.1 ± 3.6 | 81.3 ± 5.7 | 73.2 ± 3.8 | 78.4 ± 3.4 | 78.4 ± 3.8 |
|  | NMSC-MMC | 83.9 ± 4.6 | 82.0 ± 3.3 | 82.4 ± 4.3 | 83.7 ± 4.7 | 80.4 ± 4.0 | 72.0 ± 3.8 | 78.4 ± 4.3 | 77.0 ± 4.3 |
|  | NBC-MSC | 83.4 ± 5.8 | 83.5 ± 3.8 | 85.8 ± 3.1 | 85.9 ± 4.7 | 81.5 ± 5.3 | 74.9 ± 3.3 | 79.1 ± 3.0 | 79.4 ± 4.1 |
|  | NMSC-MSC | 82.8 ± 4.4 | 82.4 ± 3.8 | 84.1 ± 4.0 | 83.9 ± 4.0 | 79.6 ± 4.0 | 73.7 ± 3.9 | 79.2 ± 3.8 | 77.7 ± 4.0 |
|  | GLGS | 80.8 ± 3.7 | 79.3 ± 4.5 | 81.4 ± 4.1 | 83.7 ± 4.6 | 79.2 ± 3.9 | 70.7 ± 4.6 | 77.8 ± 3.7 | 77.0 ± 4.2 |
|  | LOOCSFS | 71.7 ± 6.5 | 77.3 ± 5.2 | 78.0 ± 5.8 | 80.3 ± 3.8 | 70.4 ± 6.5 | 69.2 ± 4.7 | 74.7 ± 5.1 | 74.3 ± 4.2 |
|  | SVMRFE | 74.3 ± 7.1 | 78.3 ± 5.2 | 77.2 ± 5.3 | 80.4 ± 4.1 | 73.2 ± 6.6 | 72.1 ± 5.8 | 73.9 ± 4.5 | 73.9 ± 3.7 |
|  | SFFS-LSBOUND | 76.2 ± 5.2 | 78.9 ± 2.8 | 76.9 ± 7.3 | 81.5 ± 5.3 | 75.0 ± 5.3 | 67.8 ± 3.3 | 75.2 ± 6.8 | 75.6 ± 4.9 |
|  | SFS-LSBOUND | 77.5 ± 5.6 | 78.9 ± 4.2 | 79.8 ± 5.2 | 81.3 ± 5.2 | 75.8 ± 5.5 | 68.0 ± 4.7 | 76.9 ± 6.3 | 75.4 ± 5.2 |
|  | T-TEST | 71.1 ± 5.3 | 77.6 ± 5.2 | 72.6 ± 6.3 | 76.3 ± 5.7 | 69.3 ± 5.3 | 69.9 ± 3.6 | 70.5 ± 5.8 | 71.1 ± 5.8 |