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. 2014 Sep 9;14:110. doi: 10.1186/1471-2415-14-110

Table 5.

Rank of green channel classifiers by performance analysis

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.