Table 5. The eight used combinations of variable selection and methods for fitting a survival model.
Method | All variables | Stab. selected
variables |
---|---|---|
Lasso | ✓ | |
Debias.
Lasso |
✓ | |
Cox | ✓ | |
Gam | ✓ | |
Forest | ✓ | ✓ |
Boosting | ✓ | ✓ |
Method | All variables | Stab. selected
variables |
---|---|---|
Lasso | ✓ | |
Debias.
Lasso |
✓ | |
Cox | ✓ | |
Gam | ✓ | |
Forest | ✓ | ✓ |
Boosting | ✓ | ✓ |