Table 6.
Rank of blue channel classifiers by performance analysis
ANN1 | ANN2 | ANN3 | DA1 | DA2 | SVM1 | SVM2 | SVM3 | SVM4 | |
---|---|---|---|---|---|---|---|---|---|
RMSE | 0.863 (8) | 0.858 (7) | 0.851 (6) | 0.827 (4) | 0.866 (9) | 0.803 (3) | 0.848 (5) | 0.791 (1) | 0.792 (2) |
NRMSE | 0.888 (8) | 0.883 (7) | 0.876 (6) | 0.851 (4) | 0.891 (9) | 0.826 (3) | 0.873 (5) | 0.814 (1) | 0.815 (2) |
|με| | 0.063 (9) | 0.058 (7) | 0.063 (8) | 0.024 (2) | 0.029 (4) | 0.043 (6) | 0.029 (3) | 0.018 (1) | 0.036 (5) |
σ ε | 0.862 (8) | 0.858 (7) | 0.851 (6) | 0.830 (4) | 0.868 (9) | 0.805 (3) | 0.851 (5) | 0.793 (1) | 0.794 (2) |
ACC | 0.813 (8) | 0.816 (7) | 0.818 (6) | 0.829 (4) | 0.813 (9) | 0.839 (3) | 0.820 (5) | 0.844 (1) | 0.843 (2) |
TPR | 0.876 (2) | 0.876 (3) | 0.880 (1) | 0.853 (7) | 0.838 (9) | 0.854 (6) | 0.844 (8) | 0.868 (4) | 0.860 (5) |
FPR | 0.291 (9) | 0.284 (8) | 0.284 (7) | 0.212 (4) | 0.230 (6) | 0.186 (2) | 0.221 (5) | 0.197 (3) | 0.186 (1) |
SPC | 0.709 (9) | 0.716 (8) | 0.716 (7) | 0.788 (4) | 0.770 (6) | 0.814 (2) | 0.779 (5) | 0.803 (3) | 0.814 (1) |
PPV | 0.834 (9) | 0.838 (8) | 0.838 (7) | 0.870 (4) | 0.858 (6) | 0.884 (2) | 0.864 (5) | 0.880 (3) | 0.885 (1) |
NPV | 0.775 (5) | 0.776 (4) | 0.782 (2) | 0.763 (7) | 0.741 (9) | 0.770 (6) | 0.750 (8) | 0.784 (1) | 0.777 (3) |
FDR | 0.166 (9) | 0.162 (8) | 0.162 (7) | 0.130 (4) | 0.142 (6) | 0.116 (2) | 0.136 (5) | 0.120 (3) | 0.115 (1) |
MCC | 0.597 (9) | 0.602 (8) | 0.608 (6) | 0.638 (4) | 0.604 (7) | 0.661 (3) | 0.619 (5) | 0.668 (2) | 0.669 (1) |
F 1 | 0.854 (8) | 0.856 (6) | 0.858 (5) | 0.862 (4) | 0.848 (9) | 0.869 (3) | 0.854 (7) | 0.874 (1) | 0.873 (2) |
BER | 0.208 (9) | 0.204 (8) | 0.202 (7) | 0.179 (4) | 0.196 (6) | 0.166 (3) | 0.188 (5) | 0.165 (2) | 0.163 (1) |
AUC | 0.792 (9) | 0.796 (8) | 0.798 (7) | 0.821 (4) | 0.804 (6) | 0.834 (3) | 0.812 (5) | 0.835 (2) | 0.837 (1) |
κ | 0.595 (9) | 0.600 (8) | 0.606 (6) | 0.637 (4) | 0.603 (7) | 0.660 (3) | 0.619 (5) | 0.668 (2) | 0.668 (1) |
Avg. | 8.00 | 7.00 | 5.88 | 4.24 | 7.41 | 3.29 | 5.35 | 1.88 | 1.94 |
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.