LUNG 5-Fold | KNN | SVMs | ||||||
---|---|---|---|---|---|---|---|---|
 | 30 | 60 | 100 | Best Accuracy/#Genes | 30 | 60 | 100 | Best Accuracy/#Genes |
GS2 | 0.884 ± 0.053 | 0.916 ± 0.041 | 0.928 ± 0.037 | 0.928/100 | 0.858 ± 0.061 | 0.913 ± 0.035 | 0.931 ± 0.033 | 0.931/99 |
GS1 | 0.890 ± 0.046 | 0.919 ± 0.041 | 0.937 ± 0.034 | 0.937/99 | 0.871 ± 0.051 | 0.922 ± 0.038 | 0.938 ± 0.031 | 0.938/98 |
Cho's | 0.843 ± 0.053 | 0.897 ± 0.044 | 0.924 ± 0.038 | 0.924/100 | 0.803 ± 0.065 | 0.894 ± 0.044 | 0.924 ± 0.035 | 0.924/100 |
F-test | 0.873 ± 0.049 | 0.882 ± 0.044 | 0.918 ± 0.044 | 0.918/100 | 0.852 ± 0.055 | 0.901 ± 0.042 | 0.930 ± 0.036 | 0.930/100 |
LUNG LOO | KNN | SVMs | ||||||
 | 30 | 60 | 100 | Best Accuracy/# Genes | 30 | 60 | 100 | Best Accuracy/# Genes |
GS2 | 0.892 | 0.906 | 0.921 | 0.931/44 | 0.867 | 0.892 | 0.931 | 0.931/73 |
GS1 | 0.887 | 0.941 | 0.941 | 0.951/49 | 0.862 | 0.941 | 0.941 | 0.951/51 |
Cho's | 0.837 | 0.897 | 0.921 | 0.926/86 | 0.773 | 0.892 | 0.931 | 0.941/88 |
F-test | 0.872 | 0.877 | 0.901 | 0.921/89 | 0.857 | 0.901 | 0.926 | 0.936/94 |