From: Reproducible detection of disease-associated markers from gene expression data
breast cancer data | AUC of the test data by DLDA | ||||
 | t | t 1,1 | s 1,1 | s 1,5 | s 1,10 |
10 genes | 0.698 (0.058) | 0.698 (0.058) | 0.698 (0.060) | 0.684 (0.065) | 0.679 (0.069) |
50 genes | 0.705 (0.046) | 0.705 (0.047) | 0.707 (0.050) | 0.712 (0.051) | 0.712 (0.050) |
100 genes | 0.711 (0.045) | 0.710 (0.045) | 0.712 (0.047) | 0.718 (0.045) | 0.718 (0.045) |
Cohort data | AUC of the test data by DLDA | ||||
 | t | t 1,1 | s 1,1 | s 1,5 | s 1,10 |
10 genes | 0.744 (0.061) | 0.743 (0.061) | 0.751 (0.064) | 0.755 (0.064) | 0.771 (0.063) |
50 genes | 0.779 (0.057) | 0.778 (0.057) | 0.773 (0.053) | 0.784 (0.053) | 0.789 (0.054) |
100 genes | 0.782 (0.056) | 0.781 (0.057) | 0.778 (0.054) | 0.781 (0.052) | 0.784 (0.051) |
Prostate cancer data | AUC of the test data by DLDA | ||||
 | t | t 1,1 | s 1,1 | s 1,5 | s 1,10 |
10 genes | 0.835 (0.025) | 0.835 (0.026) | 0.832 (0.025) | 0.823 (0.027) | 0.808 (0.032) |
50 genes | 0.846 (0.023) | 0.845 (0.024) | 0.847 (0.022) | 0.836 (0.029) | 0.829 (0.033) |
100 genes | 0.844 (0.024) | 0.842 (0.025) | 0.848 (0.021) | 0.829 (0.030) | 0.822 (0.033) |
Breast cancer data2 | AUC of the test data by DLDA | ||||
 | t | t 1,1 | s 1,1 | s 1,5 | s 1,10 |
10 genes | 0.612 (0.044) | 0.614 (0.041) | 0.611 (0.043) | 0.595 (0.042) | 0.581 (0.044) |
50 genes | 0.634 (0.040) | 0.633 (0.040) | 0.630 (0.042) | 0.623 (0.039) | 0.619 (0.040) |
100 genes | 0.637 (0.040) | 0.636 (0.038) | 0.636 (0.416) | 0.630 (0.037) | 0.626 (0.038) |
Leukemia data | AUC of the test data by DLDA | ||||
 | t | t 1,1 | s 1,1 | s 1,5 | s 1,10 |
10 genes | 0.981 (0.017) | 0.982 (0.017) | 0.986 (0.014) | 0.991 (0.012) | 0.990 (0.016) |
50 genes | 0.992 (0.014) | 0.992 (0.014) | 0.988 (0.013) | 0.994 (0.008) | 0.994 (0.008) |
100 genes | 0.992 (0.016) | 0.991 (0.017) | 0.989 (0.013) | 0.995 (0.006) | 0.995 (0.009) |