From: Comparison of feature selection and classification for MALDI-MS data
Learning classifier | GLGS | SVMRFE | ||||
---|---|---|---|---|---|---|
 | Ovarian cancer | Breast cancer | Liver disease | Ovarian cancer | Breast cancer | Liver disease |
KNNC | 87.4 ± 5.8% | 74.1 ± 6.9 | 80.9 ± 6.6 | 93.6 ± 3.8 | 82.8 ± 6.9 | 89.8 ± 3.9 |
NBC | 78.9 ± 5.8 | 73.3 ± 8.5 | 87.1 ± 6.0 | 90.2 ± 4.5 | 74.1 ± 9.3 | 92.8 ± 4.1 |
NMSC | 81.8 ± 5.2 | 76.2 ± 9.1 | 90.8 ± 4.9 | 92.2 ± 3.9 | 80.5 ± 8.0 | 94.3 ± 4.1 |
UDC | 82.1 ± 5.6 | 76.9 ± 8.0 | 89.5 ± 5.9 | 91.8 ± 4.3 | 81.1 ± 7.4 | 90.4 ± 6.0 |
SVM_linear | 89.6 ± 4.9 | 85.6 ± 8.3 | 95.8 ± 3.8 | 97.9 ± 2.0 | 89.9 ± 6.0 | 98.2 ± 2.7 |
SVM_rbf | 90.4 ± 4.3 | 85.3 ± 7.9 | 96.4 ± 3.3 | 98.2 ± 1.8 | 90.5 ± 6.1 | 97.5 ± 3.1 |
LMNN | 88.0 ± 4.9 | 75.5 ± 6.7 | 88.6 ± 4.7 | 97.4 ± 1.6 | 77.4 ± 5.8 | 91.6 ± 3.2 |