Best median \(F_1\) results achieved in all the learners variants tested. Results are displayed by data set an sampling strategy. The highlighted cells signals the best results by data set while the symbol \(\dagger\) signals the best results inside each sampling strategy.
| Learn | Strat | DS1 | DS2 | DS3 | DS4 | DS5 | DS6 | DS7 | DS8 | DS9 | DS10 | DS11 | DS12 | DS13 | DS14 | DS15 | DS16 | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SVM | None | 0.984 | 0.763 | 0.859 | 0.855 |
1.000 |
0.976 |
0.960 | 0.631 | 0.586 | 0.566 | 0.211 | 0.182 | 0.558 | 0.974 |
0.667 |
0.750 |
|||||||||||||||||
| U._._ | 0.984 | \(\dagger\) | 0.765 | 0.859 | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.960 | 0.678 | 0.603 | \(\dagger\) | 0.623 |
\(\dagger\) | 0.485 |
\(\dagger\) | 0.511 | 0.500 | 0.930 | 0.333 | 0.513 | |||||||||||
| U.F._ | 0.984 | \(\dagger\) | 0.764 | 0.859 | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.960 | 0.660 | 0.600 | 0.593 | 0.481 | 0.524 | 0.545 | \(\dagger\) | 0.952 | \(\dagger\) | 0.364 | 0.533 | \(\dagger\) | |||||||||||
| U.S._ | 0.984 | \(\dagger\) | 0.766 | \(\dagger\) | 0.862 |
\(\dagger\) | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.969 |
\(\dagger\) | 0.693 |
\(\dagger\) | 0.592 | 0.611 | 0.473 | 0.528 | \(\dagger\) | 0.500 | 0.950 | 0.400 | \(\dagger\) | 0.471 | ||||||||
| S._._ | 0.984 | 0.767 | 0.859 | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.960 | \(\dagger\) | 0.689 | 0.594 | 0.617 | \(\dagger\) | 0.466 | 0.521 | 0.545 | 0.963 | 0.500 | \(\dagger\) | 0.667 | \(\dagger\) | |||||||||||
| S.S.S | 0.985 |
\(\dagger\) | 0.771 |
\(\dagger\) | 0.859 | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.960 | \(\dagger\) | 0.684 | 0.598 | 0.614 | 0.466 | 0.535 |
\(\dagger\) | 0.600 |
\(\dagger\) | 0.963 | 0.500 | \(\dagger\) | 0.667 | \(\dagger\) | ||||||||
| S.F.S | 0.985 |
\(\dagger\) | 0.771 |
\(\dagger\) | 0.859 | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.960 | \(\dagger\) | 0.684 | 0.598 | 0.609 | 0.466 | 0.535 |
\(\dagger\) | 0.600 |
\(\dagger\) | 0.952 | 0.500 | \(\dagger\) | 0.667 | \(\dagger\) | ||||||||
| S.S.F | 0.985 |
\(\dagger\) | 0.771 |
\(\dagger\) | 0.859 | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.960 | \(\dagger\) | 0.693 |
\(\dagger\) | 0.613 |
\(\dagger\) | 0.600 | 0.471 | \(\dagger\) | 0.514 | 0.586 | 0.974 |
\(\dagger\) | 0.500 | \(\dagger\) | 0.615 | |||||||
| S.F.F | 0.985 |
\(\dagger\) | 0.771 |
\(\dagger\) | 0.859 | 0.855 |
\(\dagger\) | 1.000 |
\(\dagger\) | 0.976 |
\(\dagger\) | 0.960 | \(\dagger\) | 0.693 |
\(\dagger\) | 0.613 |
\(\dagger\) | 0.605 | 0.471 | \(\dagger\) | 0.514 | 0.586 | 0.952 | 0.450 | 0.615 | |||||||||
| NNET | None | 0.888 |
0.755 | 0.833 | 0.829 | 1.000 |
0.810 | 0.978 |
0.526 | 0.536 | 0.590 | 0.467 | 0.456 | 0.400 |
0.914 | 1.000 |
0.800 |
|||||||||||||||||
| U._._ | 0.886 | \(\dagger\) | 0.751 | 0.843 | 0.837 | \(\dagger\) | 1.000 |
\(\dagger\) | 0.745 | 0.941 | 0.574 | 0.603 | \(\dagger\) | 0.569 | 0.490 | 0.506 | 0.400 |
\(\dagger\) | 0.907 | 0.333 | 0.471 | |||||||||||||
| U.F._ | 0.885 | 0.760 | 0.826 | 0.824 | 1.000 |
\(\dagger\) | 0.746 | 0.939 | 0.553 | 0.582 | 0.542 | 0.500 | 0.522 | \(\dagger\) | 0.400 |
\(\dagger\) | 0.923 |
\(\dagger\) | 0.422 | \(\dagger\) | 0.533 | \(\dagger\) | ||||||||||||
| U.S._ | 0.877 | 0.762 |
\(\dagger\) | 0.854 |
\(\dagger\) | 0.827 | 1.000 |
\(\dagger\) | 0.802 | \(\dagger\) | 0.959 | \(\dagger\) | 0.601 | \(\dagger\) | 0.594 | 0.592 | \(\dagger\) | 0.513 | \(\dagger\) | 0.488 | 0.400 |
\(\dagger\) | 0.889 | 0.422 | \(\dagger\) | 0.466 | ||||||||
| S._._ | 0.888 |
\(\dagger\) | 0.761 | \(\dagger\) | 0.836 | \(\dagger\) | 0.846 | \(\dagger\) | 1.000 |
\(\dagger\) | 0.762 | 0.665 | \(\dagger\) | 0.654 |
\(\dagger\) | 0.603 | 0.597 | 0.500 | 0.541 |
\(\dagger\) | 0.400 |
\(\dagger\) | 0.902 | 0.500 | 0.667 | |||||||||
| S.S.S | 0.878 | 0.753 | 0.825 | 0.838 | 1.000 |
\(\dagger\) | 0.883 |
\(\dagger\) | 0.958 | 0.625 | 0.591 | 0.605 | 0.519 |
\(\dagger\) | 0.505 | 0.400 |
\(\dagger\) | 0.909 | \(\dagger\) | 0.500 | 0.667 | |||||||||||||
| S.F.S | 0.878 | 0.753 | 0.813 | 0.821 | 1.000 |
\(\dagger\) | 0.883 |
\(\dagger\) | 0.958 | 0.625 | 0.591 | 0.637 | 0.519 |
\(\dagger\) | 0.505 | 0.400 |
\(\dagger\) | 0.909 | \(\dagger\) | 0.500 | 0.690 | |||||||||||||
| S.S.F | 0.878 | 0.753 | 0.825 | 0.836 | 1.000 |
\(\dagger\) | 0.684 | 0.941 | 0.574 | 0.611 |
\(\dagger\) | 0.657 | 0.513 | 0.500 | 0.400 |
\(\dagger\) | 0.907 | 0.571 | \(\dagger\) | 0.641 | ||||||||||||||
| S.F.F | 0.878 | 0.753 | 0.813 | 0.840 | 1.000 |
\(\dagger\) | 0.684 | 0.941 | 0.574 | 0.611 |
\(\dagger\) | 0.658 |
\(\dagger\) | 0.513 | 0.500 | 0.400 |
\(\dagger\) | 0.902 | 0.500 | 0.697 | \(\dagger\) | |||||||||||||
| RF | None | 0.985 |
0.771 |
0.859 | 0.855 | 1.000 |
0.976 |
0.960 |
0.693 |
0.613 |
0.605 | 0.471 | 0.514 |
0.586 |
0.952 |
0.450 | 0.615 | |||||||||||||||||
| U._._ | 0.959 | 0.703 | \(\dagger\) | 0.859 | 0.862 | 0.992 | \(\dagger\) | 0.955 | 0.960 |
\(\dagger\) | 0.687 | \(\dagger\) | 0.601 | \(\dagger\) | 0.619 | 0.449 | 0.467 | \(\dagger\) | 0.400 | 0.889 | 0.400 | \(\dagger\) | 0.544 | |||||||||||
| U.F._ | 0.958 | 0.698 | 0.862 |
\(\dagger\) | 0.871 |
\(\dagger\) | 0.992 | \(\dagger\) | 0.953 | 0.960 |
\(\dagger\) | 0.661 | 0.581 | 0.609 | 0.421 | 0.410 | 0.500 | \(\dagger\) | 0.930 | \(\dagger\) | 0.400 | \(\dagger\) | 0.539 | |||||||||||
| U.S._ | 0.960 | \(\dagger\) | 0.698 | 0.857 | 0.866 | 0.992 | \(\dagger\) | 0.956 | \(\dagger\) | 0.960 |
\(\dagger\) | 0.672 | 0.592 | 0.603 | 0.476 |
\(\dagger\) | 0.457 | 0.400 | 0.897 | 0.400 | \(\dagger\) | 0.615 | \(\dagger\) | |||||||||||
| S._._ | 0.960 | \(\dagger\) | 0.694 | 0.859 | \(\dagger\) | 0.871 |
\(\dagger\) | 0.992 | \(\dagger\) | 0.956 | 0.960 |
\(\dagger\) | 0.677 | 0.594 | 0.621 |
\(\dagger\) | 0.390 | 0.421 | 0.545 | 0.930 | 0.536 | 0.633 | ||||||||||||
| S.S.S | 0.960 | \(\dagger\) | 0.695 | \(\dagger\) | 0.857 | 0.864 | 0.992 | \(\dagger\) | 0.966 | \(\dagger\) | 0.959 | 0.672 | 0.591 | 0.604 | 0.411 | 0.437 | \(\dagger\) | 0.444 | 0.941 | 0.667 |
\(\dagger\) | 0.523 | ||||||||||||
| S.F.S | 0.960 | \(\dagger\) | 0.695 | \(\dagger\) | 0.853 | 0.860 | 0.992 | \(\dagger\) | 0.966 | \(\dagger\) | 0.959 | 0.672 | 0.591 | 0.592 | 0.411 | 0.437 | \(\dagger\) | 0.444 | 0.930 | 0.667 |
\(\dagger\) | 0.500 | ||||||||||||
| S.S.F | 0.960 | \(\dagger\) | 0.695 | \(\dagger\) | 0.857 | 0.864 | 0.992 | \(\dagger\) | 0.953 | 0.960 |
\(\dagger\) | 0.690 | \(\dagger\) | 0.611 | \(\dagger\) | 0.594 | 0.421 | \(\dagger\) | 0.424 | 0.571 | \(\dagger\) | 0.952 |
\(\dagger\) | 0.571 | 0.667 |
\(\dagger\) | ||||||||
| S.F.F | 0.960 | \(\dagger\) | 0.695 | \(\dagger\) | 0.853 | 0.862 | 0.992 | \(\dagger\) | 0.953 | 0.960 |
\(\dagger\) | 0.690 | \(\dagger\) | 0.611 | \(\dagger\) | 0.585 | 0.421 | \(\dagger\) | 0.424 | 0.571 | \(\dagger\) | 0.930 | 0.536 | 0.667 |
\(\dagger\) | |||||||||
| RPART | None | 0.859 | 0.615 | 0.840 | 0.836 | 0.964 | 0.907 | 0.928 | 0.592 | 0.528 | 0.505 | 0.343 | 0.437 | 0.400 | 0.886 |
0.667 |
0.571 | |||||||||||||||||
| U._._ | 0.858 | 0.677 |
\(\dagger\) | 0.833 | 0.853 |
\(\dagger\) | 0.961 | 0.911 | 0.904 | 0.667 | 0.589 | \(\dagger\) | 0.579 | 0.463 |
\(\dagger\) | 0.521 |
\(\dagger\) | 0.500 | \(\dagger\) | 0.835 | 0.400 | \(\dagger\) | 0.455 | |||||||||||
| U.F._ | 0.860 |
\(\dagger\) | 0.634 | 0.840 | \(\dagger\) | 0.832 | 0.961 | 0.909 | 0.915 | 0.662 | 0.574 | 0.541 | 0.444 | 0.511 | 0.500 | \(\dagger\) | 0.860 | \(\dagger\) | 0.382 | 0.488 | \(\dagger\) | |||||||||||||
| U.S._ | 0.860 |
\(\dagger\) | 0.661 | 0.826 | 0.838 | 0.971 |
\(\dagger\) | 0.917 |
\(\dagger\) | 0.920 | \(\dagger\) | 0.682 | \(\dagger\) | 0.584 | 0.595 |
\(\dagger\) | 0.462 | 0.511 | 0.485 | 0.841 | 0.400 | 0.466 | ||||||||||||
| S._._ | 0.858 | \(\dagger\) | 0.646 | 0.845 |
\(\dagger\) | 0.843 | 0.960 | \(\dagger\) | 0.909 | 0.935 | 0.661 | 0.585 | 0.564 | 0.421 | 0.485 | 0.517 |
\(\dagger\) | 0.864 | \(\dagger\) | 0.667 |
\(\dagger\) | 0.594 | ||||||||||||
| S.S.S | 0.856 | 0.656 | \(\dagger\) | 0.845 |
\(\dagger\) | 0.839 | 0.957 | 0.911 | \(\dagger\) | 0.930 | 0.688 |
\(\dagger\) | 0.596 |
\(\dagger\) | 0.579 | \(\dagger\) | 0.417 | 0.507 | \(\dagger\) | 0.431 | 0.847 | 0.500 | 0.586 | |||||||||||
| S.F.S | 0.856 | 0.656 | \(\dagger\) | 0.839 | 0.835 | 0.957 | 0.911 | \(\dagger\) | 0.930 | 0.688 |
\(\dagger\) | 0.596 |
\(\dagger\) | 0.571 | 0.417 | 0.507 | \(\dagger\) | 0.431 | 0.850 | 0.583 | 0.586 | |||||||||||||
| S.S.F | 0.856 | 0.656 | \(\dagger\) | 0.845 |
\(\dagger\) | 0.845 | \(\dagger\) | 0.957 | 0.907 | 0.939 |
\(\dagger\) | 0.656 | 0.596 |
\(\dagger\) | 0.567 | 0.425 | \(\dagger\) | 0.469 | 0.429 | 0.857 | 0.500 | 0.608 |
\(\dagger\) | |||||||||||
| S.F.F | 0.856 | 0.656 | \(\dagger\) | 0.839 | 0.836 | 0.957 | 0.907 | 0.939 |
\(\dagger\) | 0.656 | 0.596 |
\(\dagger\) | 0.573 | 0.425 | \(\dagger\) | 0.469 | 0.429 | 0.840 | 0.500 | 0.608 |
\(\dagger\) |
Best median \(F_1^\phi\) results achieved in all the learners variants tested. Results are displayed by data set an sampling strategy. The highlighted cells signals the best results by data set while the symbol \(\dagger\) signals the best results inside each sampling strategy.
| Learn | Strat | DS1 | DS2 | DS3 | DS4 | DS5 | DS6 | DS7 | DS8 | DS9 | DS10 | DS11 | DS12 | DS13 | DS14 | DS15 | DS16 | DS17 | DS18 | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SVM | None | 0.720 | 0.514 | 0.711 | 0.825 | 0.512 | 0.493 | 0.000 | 0.333 | 0.905 | 0.228 | 0.923 |
0.956 |
0.198 | 0.980 |
0.952 | 0.918 | 0.922 |
0.184 | |||||||||||||||||||
| U._._ | 0.727 | 0.591 |
\(\dagger\) | 0.740 |
\(\dagger\) | 0.818 | \(\dagger\) | 0.559 | 0.598 | 0.750 | 0.420 | \(\dagger\) | 0.890 | 0.602 | \(\dagger\) | 0.899 | 0.943 | 0.190 | 0.971 | 0.953 | 0.896 | 0.918 | \(\dagger\) | 0.247 | ||||||||||||||
| U.F._ | 0.721 | 0.589 | 0.738 | 0.818 | \(\dagger\) | 0.570 | \(\dagger\) | 0.604 | 0.755 |
\(\dagger\) | 0.404 | 0.896 | 0.571 | 0.901 | \(\dagger\) | 0.947 | \(\dagger\) | 0.200 | 0.977 | \(\dagger\) | 0.953 | 0.917 | \(\dagger\) | 0.918 | \(\dagger\) | 0.264 | \(\dagger\) | |||||||||||
| U.S._ | 0.737 | \(\dagger\) | 0.557 | 0.740 |
\(\dagger\) | 0.809 | 0.537 | 0.607 | \(\dagger\) | 0.750 | 0.380 | 0.897 | \(\dagger\) | 0.586 | 0.901 | \(\dagger\) | 0.941 | 0.204 | \(\dagger\) | 0.975 | 0.954 | \(\dagger\) | 0.894 | 0.917 | 0.234 | |||||||||||||
| S._._ | 0.750 | 0.556 | 0.739 | \(\dagger\) | 0.817 | 0.553 | 0.596 | 0.732 | 0.425 |
\(\dagger\) | 0.907 | 0.598 | 0.905 | 0.949 | 0.206 | 0.975 | \(\dagger\) | 0.954 | 0.930 | 0.906 | 0.267 | |||||||||||||||||
| S.S.S | 0.733 | 0.528 | 0.738 | 0.811 | 0.517 | 0.631 |
\(\dagger\) | 0.749 | 0.375 | 0.913 |
\(\dagger\) | 0.616 | 0.907 | 0.950 | 0.202 | 0.975 | \(\dagger\) | 0.955 |
\(\dagger\) | 0.922 | 0.912 | \(\dagger\) | 0.265 | |||||||||||||||
| S.F.S | 0.729 | 0.526 | 0.736 | 0.811 | 0.560 | 0.598 | 0.754 | \(\dagger\) | 0.377 | 0.911 | 0.585 | 0.910 | \(\dagger\) | 0.953 | \(\dagger\) | 0.203 | 0.974 | 0.954 | 0.933 |
\(\dagger\) | 0.912 | \(\dagger\) | 0.283 |
\(\dagger\) | ||||||||||||||
| S.S.F | 0.755 |
\(\dagger\) | 0.564 | \(\dagger\) | 0.738 | 0.824 | 0.557 | 0.624 | 0.745 | 0.414 | 0.910 | 0.625 | 0.905 | 0.939 | 0.223 | 0.974 | 0.953 | 0.929 | 0.904 | 0.277 | ||||||||||||||||||
| S.F.F | 0.723 | 0.563 | 0.739 | \(\dagger\) | 0.829 |
\(\dagger\) | 0.573 |
\(\dagger\) | 0.626 | 0.724 | 0.393 | 0.911 | 0.638 |
\(\dagger\) | 0.907 | 0.942 | 0.234 |
\(\dagger\) | 0.975 | \(\dagger\) | 0.954 | 0.932 | 0.905 | 0.258 | ||||||||||||||
| NNET | None | 0.813 |
0.446 | 0.723 | 0.000 | 0.462 | 0.523 | 0.696 | 0.383 | 0.787 |
0.000 | 0.000 | 0.720 | 0.099 | 0.000 | 0.957 |
0.000 | 0.000 | 0.000 | |||||||||||||||||||
| U._._ | 0.733 | 0.561 | 0.738 | \(\dagger\) | 0.573 | 0.550 | 0.607 | \(\dagger\) | 0.684 | 0.416 | 0.743 | 0.577 | 0.621 | 0.779 | 0.333 | 0.753 |
\(\dagger\) | 0.953 | \(\dagger\) | 0.775 | 0.702 | 0.168 | ||||||||||||||||
| U.F._ | 0.781 | \(\dagger\) | 0.564 |
\(\dagger\) | 0.733 | 0.569 | 0.546 | 0.591 | 0.708 | \(\dagger\) | 0.419 | 0.784 | \(\dagger\) | 0.573 | 0.625 | 0.794 | 0.234 | 0.742 | 0.953 | \(\dagger\) | 0.778 | 0.713 | 0.152 | |||||||||||||||
| U.S._ | 0.734 | 0.559 | 0.736 | 0.582 | \(\dagger\) | 0.545 | 0.599 | 0.706 | 0.424 | \(\dagger\) | 0.736 | 0.599 | \(\dagger\) | 0.628 |
\(\dagger\) | 0.810 |
\(\dagger\) | 0.345 | \(\dagger\) | 0.730 | 0.953 | \(\dagger\) | 0.795 |
\(\dagger\) | 0.740 | \(\dagger\) | 0.217 |
\(\dagger\) | ||||||||||
| S._._ | 0.763 | 0.542 | 0.739 |
\(\dagger\) | 0.624 | 0.536 | 0.598 | 0.705 | 0.431 | 0.763 | 0.619 | 0.614 | 0.000 | 0.319 | 0.654 | 0.953 | 0.386 | 0.744 | 0.092 | |||||||||||||||||||
| S.S.S | 0.803 | \(\dagger\) | 0.552 | 0.735 | 0.592 | 0.546 | 0.623 |
\(\dagger\) | 0.711 | 0.450 |
\(\dagger\) | 0.771 | 0.626 | 0.594 | 0.000 | 0.415 |
\(\dagger\) | 0.685 | 0.952 | 0.789 | \(\dagger\) | 0.683 | 0.181 | \(\dagger\) | ||||||||||||||
| S.F.S | 0.780 | 0.551 | 0.736 | 0.604 | 0.550 | 0.607 | 0.703 | 0.404 | 0.763 | 0.636 |
\(\dagger\) | 0.616 | 0.000 | 0.297 | 0.685 | 0.954 | \(\dagger\) | 0.779 | 0.727 | 0.155 | ||||||||||||||||||
| S.S.F | 0.788 | 0.554 | 0.737 | 0.619 | 0.537 | 0.600 | 0.732 | 0.415 | 0.783 | \(\dagger\) | 0.609 | 0.618 | \(\dagger\) | 0.000 | 0.324 | 0.724 | 0.951 | 0.781 | 0.750 | 0.112 | ||||||||||||||||||
| S.F.F | 0.785 | 0.555 | \(\dagger\) | 0.737 | 0.635 |
\(\dagger\) | 0.552 |
\(\dagger\) | 0.606 | 0.741 |
\(\dagger\) | 0.401 | 0.757 | 0.615 | 0.584 | 0.000 | 0.328 | 0.744 | \(\dagger\) | 0.952 | 0.000 | 0.777 |
\(\dagger\) | 0.150 | ||||||||||||||
| RF | None | 0.803 | 0.535 | 0.721 | 0.808 | 0.508 | 0.565 | 0.720 | 0.327 | 0.904 | 0.000 | 0.921 | 0.967 | 0.529 |
0.973 | 0.947 | 0.956 |
0.937 | 0.196 | |||||||||||||||||||
| U._._ | 0.756 | \(\dagger\) | 0.553 | \(\dagger\) | 0.731 |
\(\dagger\) | 0.786 | 0.549 | 0.580 | 0.741 | 0.392 | 0.907 | \(\dagger\) | 0.652 | \(\dagger\) | 0.898 | 0.954 | \(\dagger\) | 0.487 | 0.950 | 0.943 | \(\dagger\) | 0.908 | 0.907 | 0.193 | |||||||||||||
| U.F._ | 0.732 | 0.549 | 0.725 | 0.803 | \(\dagger\) | 0.561 | \(\dagger\) | 0.582 | \(\dagger\) | 0.740 | 0.384 | 0.903 | 0.628 | 0.902 | \(\dagger\) | 0.953 | 0.506 | \(\dagger\) | 0.957 | \(\dagger\) | 0.942 | 0.906 | 0.921 | \(\dagger\) | 0.249 |
\(\dagger\) | ||||||||||||
| U.S._ | 0.727 | 0.553 | \(\dagger\) | 0.728 | 0.798 | 0.553 | 0.578 | 0.783 |
\(\dagger\) | 0.410 | \(\dagger\) | 0.896 | 0.650 | 0.890 | 0.953 | 0.485 | 0.948 | 0.941 | 0.911 | \(\dagger\) | 0.910 | 0.190 | ||||||||||||||||
| S._._ | 0.795 | 0.531 | 0.729 | \(\dagger\) | 0.815 |
\(\dagger\) | 0.594 |
\(\dagger\) | 0.605 |
\(\dagger\) | 0.754 | 0.452 |
\(\dagger\) | 0.907 | 0.657 | 0.921 | 0.968 | 0.511 | 0.971 | 0.946 | 0.950 | 0.943 | 0.232 | |||||||||||||||
| S.S.S | 0.802 | 0.520 | 0.726 | 0.812 | 0.572 | 0.570 | 0.763 | \(\dagger\) | 0.448 | 0.916 |
\(\dagger\) | 0.655 | 0.918 | 0.965 | 0.525 | 0.970 | 0.949 |
\(\dagger\) | 0.943 | 0.943 | 0.168 | |||||||||||||||||
| S.F.S | 0.759 | 0.555 |
\(\dagger\) | 0.729 | \(\dagger\) | 0.808 | 0.566 | 0.598 | 0.723 | 0.391 | 0.915 | 0.635 | 0.924 |
\(\dagger\) | 0.972 |
\(\dagger\) | 0.527 | \(\dagger\) | 0.973 | 0.949 |
\(\dagger\) | 0.938 | 0.946 |
\(\dagger\) | 0.193 | |||||||||||||
| S.S.F | 0.805 |
\(\dagger\) | 0.535 | 0.725 | 0.811 | 0.590 | 0.605 |
\(\dagger\) | 0.758 | 0.447 | 0.904 | 0.680 |
\(\dagger\) | 0.912 | 0.968 | 0.497 | 0.970 | 0.946 | 0.945 | 0.934 | 0.228 | |||||||||||||||||
| S.F.F | 0.772 | 0.545 | 0.726 | 0.798 | 0.562 | 0.601 | 0.754 | 0.431 | 0.904 | 0.650 | 0.915 | 0.969 | 0.501 | 0.974 |
\(\dagger\) | 0.946 | 0.953 | \(\dagger\) | 0.940 | 0.235 | \(\dagger\) | |||||||||||||||||
| MARS | None | 0.743 | 0.517 | 0.718 | 0.827 |
0.565 | 0.523 | 0.706 | 0.313 | 0.914 |
0.000 | 0.892 | 0.936 |
0.188 | 0.979 | 0.956 |
0.895 | 0.918 | 0.221 | |||||||||||||||||||
| U._._ | 0.666 | 0.549 | \(\dagger\) | 0.738 |
\(\dagger\) | 0.825 | \(\dagger\) | 0.564 | \(\dagger\) | 0.576 | 0.749 | \(\dagger\) | 0.405 | 0.897 | \(\dagger\) | 0.583 | 0.890 | 0.915 | 0.232 | 0.998 | 0.953 | 0.897 | 0.905 | \(\dagger\) | 0.262 | \(\dagger\) | ||||||||||||
| U.F._ | 0.655 | 0.539 | 0.738 |
\(\dagger\) | 0.792 | 0.540 | 0.522 | 0.721 | 0.391 | 0.893 | 0.606 | \(\dagger\) | 0.892 | \(\dagger\) | 0.916 | \(\dagger\) | 0.236 | \(\dagger\) | 0.998 | 0.955 | \(\dagger\) | 0.900 | \(\dagger\) | 0.902 | 0.223 | |||||||||||||
| U.S._ | 0.669 | \(\dagger\) | 0.539 | 0.733 | 0.804 | 0.532 | 0.584 | \(\dagger\) | 0.733 | 0.409 | \(\dagger\) | 0.892 | 0.596 | 0.884 | 0.913 | 0.236 | \(\dagger\) | 0.999 |
\(\dagger\) | 0.954 | 0.885 | 0.901 | 0.246 | |||||||||||||||
| S._._ | 0.745 |
\(\dagger\) | 0.550 |
\(\dagger\) | 0.737 | \(\dagger\) | 0.806 | 0.563 | 0.608 | 0.743 | 0.412 |
\(\dagger\) | 0.901 | 0.589 | 0.891 | 0.910 | 0.239 | 0.982 | \(\dagger\) | 0.953 | 0.917 | 0.919 |
\(\dagger\) | 0.266 |
\(\dagger\) | |||||||||||||
| S.S.S | 0.729 | 0.537 | 0.735 | 0.819 | \(\dagger\) | 0.550 | 0.602 | 0.737 | 0.406 | 0.898 | 0.641 |
\(\dagger\) | 0.894 | 0.916 | 0.254 | 0.981 | 0.953 | 0.912 | 0.916 | 0.249 | ||||||||||||||||||
| S.F.S | 0.703 | 0.543 | 0.734 | 0.813 | 0.551 | 0.618 |
\(\dagger\) | 0.724 | 0.393 | 0.893 | 0.621 | 0.898 |
\(\dagger\) | 0.923 | \(\dagger\) | 0.261 |
0.980 | 0.951 | 0.921 |
\(\dagger\) | 0.916 | 0.232 | ||||||||||||||||
| S.S.F | 0.729 | 0.533 | 0.734 | 0.810 | 0.583 |
\(\dagger\) | 0.612 | 0.752 |
\(\dagger\) | 0.391 | 0.906 | \(\dagger\) | 0.606 | 0.866 | 0.904 | 0.169 | 0.976 | 0.953 | 0.913 | 0.914 | 0.232 | |||||||||||||||||
| S.F.F | 0.682 | 0.542 | 0.735 | 0.819 | \(\dagger\) | 0.558 | 0.612 | 0.737 | 0.387 | 0.894 | 0.639 | 0.886 | 0.905 | 0.172 | 0.977 | 0.955 | \(\dagger\) | 0.912 | 0.916 | 0.242 |