Code | Dataset | Sample | Gene | Class | Overall Accuracy | |||||
---|---|---|---|---|---|---|---|---|---|---|
KNN | LR | RF | SVM | gcForest | BCDForest | |||||
1 | PANCANCER | 3594 | 8026 | 11 | 0.955 | 0.979 | 0.960 | 0.968 | 0.965 | 0.973 |
2 | BRCA | 514 | 3641 | 4 | 0.778 | 0.854 | 0.845 | 0.793 | 0.881 | 0.920 |
3 | GBM | 164 | 3180 | 4 | 0.694 | 0.651 | 0.702 | 0.619 | 0.741 | 0.806 |
4 | LUNG | 275 | 4000 | 3 | 0.710 | 0.744 | 0.791 | 0.786 | 0.830 | 0.867 |
5 | COAD_I | 264 | 3010 | 6 | 0.348 | 0.287 | 0.377 | 0.372 | 0.392 | 0.411 |
6 | COAD_N | 270 | 3006 | 3 | 0.699 | 0.631 | 0.696 | 0.700 | 0.711 | 0.730 |
7 | COAD_T | 282 | 3014 | 3 | 0.766 | 0.701 | 0.767 | 0.765 | 0.767 | 0.785 |
8 | LIHC_I | 347 | 4401 | 3 | 0.532 | 0.491 | 0.536 | 0.527 | 0.558 | 0.588 |
9 | LIHC_N | 400 | 4398 | 2 | 0.695 | 0.519 | 0.698 | 0.696 | 0.708 | 0.759 |
10 | LIHC_T | 347 | 4347 | 3 | 0.574 | 0.503 | 0.579 | 0.561 | 0.608 | 0.652 |