Click a column to sort.
| Method | Validity ↑ | Budget 1 (smallest) | Budget 2 | Budget 3 | Budget 4 | Budget 5 (largest) |
|---|
| F-Test | 0.922 | 0.971 | 0.954 | 0.943 | 0.910 | 0.831 |
| GainRatio | 0.908 | 0.962 | 0.954 | 0.934 | 0.895 | 0.795 |
| MI | 0.879 | 0.940 | 0.920 | 0.900 | 0.856 | 0.780 |
| LaplacianScore | 0.875 | 0.878 | 0.906 | 0.900 | 0.871 | 0.820 |
| ElasticNet | 0.852 | 0.940 | 0.917 | 0.872 | 0.804 | 0.728 |
| Lasso | 0.837 | 0.916 | 0.906 | 0.846 | 0.793 | 0.725 |
| (R)ReliefF | 0.836 | 0.916 | 0.869 | 0.846 | 0.803 | 0.747 |
| SFS | 0.783 | 0.895 | 0.812 | 0.771 | 0.734 | 0.704 |
| RFImportance | 0.767 | 0.868 | 0.813 | 0.777 | 0.721 | 0.659 |
| mRMR | 0.750 | 0.834 | 0.781 | 0.746 | 0.712 | 0.679 |
| LOCO | 0.731 | 0.774 | 0.739 | 0.733 | 0.713 | 0.696 |
| SBE | 0.727 | 0.790 | 0.725 | 0.719 | 0.714 | 0.688 |
| CART | 0.707 | 0.777 | 0.738 | 0.697 | 0.669 | 0.652 |
| Random | 0.675 | 0.682 | 0.659 | 0.678 | 0.680 | 0.676 |
| MarkovBlanket | 0.624 | 0.604 | 0.603 | 0.623 | 0.644 | 0.647 |