PROSTATE 5-Fold | KNN | SVMs | ||||||
---|---|---|---|---|---|---|---|---|
 | 30 | 60 | 100 | Best Accuracy/# Genes | 30 | 60 | 100 | Best Accuracy/#Genes |
GS2 | 0.917 ± 0.073 | 0.916 ± 0.056 | 0.913 ± 0.057 | 0.921/39 | 0.884 ± 0.080 | 0.908 ± 0.057 | 0.909 ± 0.060 | 0.911/91 |
GS1 | 0.918 ± 0.073 | 0.917 ± 0.056 | 0.907 ± 0.062 | 0.922/35 | 0.887 ± 0.082 | 0.901 ± 0.060 | 0.914 ± 0.058 | 0.914/99 |
Cho's | 0.870 ± 0.144 | 0.918 ± 0.055 | 0.914 ± 0.058 | 0.918/10 | 0.841 ± 0.149 | 0.890 ± 0.069 | 0.904 ± 0.061 | 0.904/4 |
F-test | 0.921 ± 0.053 | 0.915 ± 0.056 | 0.913 ± 0.057 | 0.935/61 | 0.893 ± 0.060 | 0.907 ± 0.062 | 0.914 ± 0.058 | 0.918/92 |
PROSTATE LOO | KNN | SVMs | ||||||
 | 30 | 60 | 100 | Best Accuracy/# Genes | 30 | 60 | 100 | Best Accuracy/#Genes |
GS2 | 0.931 | 0.922 | 0.922 | 0.941/8 | 0.902 | 0.902 | 0.941 | 0.951/47 |
GS1 | 0.931 | 0.922 | 0.902 | 0.951/8 | 0.931 | 0.912 | 0.922 | 0.951/49 |
Cho's | 0.931 | 0.912 | 0.912 | 0.941/8 | 0.941 | 0.912 | 0.912 | 0.941/20 |
F-test | 0.931 | 0.922 | 0.922 | 0.941/10 | 0.892 | 0.931 | 0.931 | 0.941/4 |