Table 1.
The performance of the Bayesian classifiers for the training and test sets based on different thresholds
Training | Test | |||||||||||||||||||||
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Thresholds | Model | Fingerprints | TP | FN | FP | TN | SE | SP | PRE1 | PRE2 | GA | C | TP | FN | FP | TN | SE | SP | PRE1 | PRE2 | GA | C |
1µm | BC-1 | LPFC_8 | 91 | 16 | 35 | 458 | 0.850 | 0.929 | 0.722 | 0.966 | 0.915 | 0.733 | 23 | 4 | 10 | 83 | 0.852 | 0.892 | 0.697 | 0.954 | 0.883 | 0.696 |
BC-2 | ECFP_4 | 81 | 26 | 46 | 447 | 0.757 | 0.907 | 0.638 | 0.945 | 0.880 | 0.622 | 25 | 2 | 16 | 77 | 0.926 | 0.828 | 0.610 | 0.975 | 0.850 | 0.664 | |
BC-3 | EPFC_8 | 94 | 13 | 62 | 431 | 0.879 | 0.874 | 0.603 | 0.971 | 0.875 | 0.657 | 23 | 4 | 14 | 79 | 0.852 | 0.849 | 0.622 | 0.952 | 0.850 | 0.634 | |
5µm | BC-4 | FCFP_8 | 135 | 47 | 59 | 358 | 0.742 | 0.859 | 0.696 | 0.884 | 0.823 | 0.590 | 39 | 3 | 10 | 68 | 0.929 | 0.872 | 0.796 | 0.958 | 0.892 | 0.777 |
BC-5 | LCFC_6 | 148 | 34 | 70 | 347 | 0.813 | 0.832 | 0.679 | 0.911 | 0.826 | 0.617 | 40 | 2 | 15 | 63 | 0.952 | 0.808 | 0.727 | 0.969 | 0.858 | 0.728 | |
BC-6 | SEFP_4 | 144 | 38 | 64 | 353 | 0.791 | 0.847 | 0.692 | 0.903 | 0.830 | 0.616 | 35 | 7 | 10 | 68 | 0.833 | 0.872 | 0.778 | 0.907 | 0.858 | 0.695 | |
10µm | BC-7 | FCFP_6 | 191 | 34 | 101 | 273 | 0.849 | 0.730 | 0.654 | 0.889 | 0.775 | 0.561 | 48 | 6 | 13 | 53 | 0.889 | 0.803 | 0.787 | 0.898 | 0.842 | 0.689 |
BC-8 | LCFP_8 | 167 | 58 | 72 | 302 | 0.742 | 0.807 | 0.699 | 0.839 | 0.783 | 0.544 | 45 | 9 | 11 | 55 | 0.833 | 0.833 | 0.804 | 0.859 | 0.833 | 0.665 | |
BC-9 | FCFC_6 | 193 | 32 | 90 | 284 | 0.858 | 0.759 | 0.682 | 0.899 | 0.796 | 0.599 | 37 | 5 | 13 | 65 | 0.881 | 0.833 | 0.740 | 0.929 | 0.850 | 0.691 | |
20µm | BC-10 | FCFP_8 | 229 | 35 | 66 | 264 | 0.867 | 0.800 | 0.776 | 0.883 | 0.830 | 0.663 | 49 | 8 | 11 | 52 | 0.860 | 0.825 | 0.817 | 0.867 | 0.842 | 0.684 |
BC-11 | LCFP_6 | 240 | 24 | 84 | 246 | 0.909 | 0.745 | 0.741 | 0.911 | 0.818 | 0.653 | 53 | 4 | 15 | 48 | 0.930 | 0.762 | 0.779 | 0.923 | 0.842 | 0.697 | |
BC-12 | FCFP_4 | 220 | 44 | 59 | 271 | 0.833 | 0.821 | 0.789 | 0.860 | 0.827 | 0.652 | 48 | 9 | 11 | 52 | 0.842 | 0.825 | 0.814 | 0.852 | 0.833 | 0.667 | |
30µm | BC-13 | ECFP_8 | 242 | 41 | 49 | 261 | 0.855 | 0.842 | 0.832 | 0.864 | 0.848 | 0.696 | 53 | 8 | 10 | 49 | 0.869 | 0.831 | 0.841 | 0.860 | 0.850 | 0.700 |
BC-14 | LCFP_6 | 249 | 34 | 65 | 245 | 0.880 | 0.790 | 0.793 | 0.878 | 0.833 | 0.671 | 55 | 6 | 12 | 47 | 0.902 | 0.797 | 0.821 | 0.887 | 0.850 | 0.703 | |
BC-15 | FCFP_6 | 248 | 35 | 61 | 249 | 0.876 | 0.803 | 0.803 | 0.877 | 0.838 | 0.679 | 53 | 8 | 11 | 48 | 0.869 | 0.814 | 0.828 | 0.857 | 0.842 | 0.684 | |
40µm | BC-16 | LCFP_4 | 254 | 49 | 65 | 235 | 0.838 | 0.783 | 0.796 | 0.827 | 0.811 | 0.623 | 54 | 7 | 12 | 47 | 0.885 | 0.797 | 0.818 | 0.870 | 0.842 | 0.685 |
BC-17 | LCFC_4 | 260 | 43 | 60 | 240 | 0.858 | 0.800 | 0.813 | 0.848 | 0.829 | 0.659 | 53 | 8 | 12 | 47 | 0.869 | 0.797 | 0.815 | 0.855 | 0.833 | 0.668 | |
BC-18 | ECFC_8 | 233 | 70 | 29 | 271 | 0.769 | 0.903 | 0.889 | 0.795 | 0.836 | 0.678 | 48 | 13 | 8 | 51 | 0.787 | 0.864 | 0.857 | 0.797 | 0.825 | 0.653 |