Table 5.
ANN1 | ANN2 | ANN3 | DA1 | DA2 | SVM1 | SVM2 | SVM3 | SVM4 | |
---|---|---|---|---|---|---|---|---|---|
RMSE | 0.787 (4) | 0.791 (5) | 0.800 (7) | 0.780 (3) | 0.828 (8) | 0.796 (6) | 0.838 (9) | 0.706 (2) | 0.673 (1) |
NRMSE | 0.810 (4) | 0.814 (5) | 0.823 (7) | 0.802 (3) | 0.853 (8) | 0.819 (6) | 0.863 (9) | 0.727 (2) | 0.693 (1) |
|με| | 0.030 (3) | 0.025 (2) | 0.028 (1) | 0.075 (5) | 0.059 (4) | 0.107 (8) | 0.137 (9) | 0.081 (7) | 0.078 (6) |
σ ε | 0.788 (4) | 0.792 (6) | 0.801 (7) | 0.779 (3) | 0.829 (8) | 0.791 (5) | 0.830 (9) | 0.704 (2) | 0.671 (1) |
ACC | 0.845 (4) | 0.843 (5) | 0.839 (7) | 0.848 (3) | 0.828 (8) | 0.842 (6) | 0.824 (9) | 0.875 (2) | 0.887 (1) |
TPR | 0.888 (1) | 0.884 (2) | 0.883 (3) | 0.848 (6) | 0.839 (7) | 0.831 (8) | 0.805 (9) | 0.868 (5) | 0.878 (4) |
FPR | 0.227 (8) | 0.226 (7) | 0.233 (9) | 0.153 (5) | 0.189 (6) | 0.140 (3) | 0.143 (4) | 0.113 (2) | 0.099 (1) |
SPC | 0.773 (8) | 0.774 (7) | 0.767 (9) | 0.847 (5) | 0.811 (6) | 0.860 (3) | 0.857 (4) | 0.887 (2) | 0.901 (1) |
PPV | 0.867 (8) | 0.868 (7) | 0.864 (9) | 0.903 (5) | 0.881 (6) | 0.908 (3) | 0.904 (4) | 0.928 (2) | 0.937 (1) |
NPV | 0.806 (2) | 0.802 (3) | 0.797 (5) | 0.770 (6) | 0.751 (8) | 0.753 (7) | 0.725 (9) | 0.801 (4) | 0.816 (1) |
FDR | 0.133 (8) | 0.132 (7) | 0.136 (9) | 0.097 (5) | 0.119 (6) | 0.092 (3) | 0.096 (4) | 0.072 (2) | 0.063 (1) |
MCC | 0.667 (5) | 0.664 (6) | 0.656 (7) | 0.684 (3) | 0.641 (9) | 0.676 (4) | 0.645 (8) | 0.742 (2) | 0.766 (1) |
F 1 | 0.877 (3) | 0.876 (4) | 0.873 (6) | 0.875 (5) | 0.859 (8) | 0.868 (7) | 0.851 (9) | 0.897 (2) | 0.906 (1) |
BER | 0.170 (6) | 0.171 (7) | 0.175 (8) | 0.152 (3) | 0.175 (9) | 0.155 (4) | 0.169 (5) | 0.123 (2) | 0.110 (1) |
AUC | 0.830 (6) | 0.829 (7) | 0.825 (8) | 0.848 (3) | 0.825 (9) | 0.845 (4) | 0.831 (5) | 0.877 (2) | 0.890 (1) |
κ | 0.666 (5) | 0.663 (6) | 0.655 (7) | 0.682 (3) | 0.639 (8) | 0.672 (4) | 0.638 (9) | 0.739 (2) | 0.763 (1) |
Avg. | 4.88 | 5.35 | 6.82 | 4.06 | 7.41 | 5.12 | 7.29 | 2.59 | 1.47 |
The data in boldface indicates the best ranked method of each row, with the exception of the last row, which indicates the best three classifiers.