Table 4.
COMET | REGA | CASTOR | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
# of instances | TPR | FPR | F-measure | TPR | FPR | F-measure | TPR | FPR | F-measure | ||
CRFs | HIV1_01_AE | 1000 | 0.989 | 0.000 | 0.993 | 0.007 | 0.000 | 0.014 | 0.956 | 0.001 | 0.975 |
HIV1_02_AG | 1000 | 0.952 | 0.002 | 0.967 | 0.000 | 0.000 | 0.000 | 0.853 | 0.005 | 0.897 | |
HIV1_06_cpx | 698 | 0.924 | 0.000 | 0.958 | 0.938 | 0.000 | 0.965 | 0.927 | 0.003 | 0.943 | |
HIV1_07_BC | 1000 | 0.977 | 0.000 | 0.988 | 0.988 | 0.000 | 0.993 | 0.982 | 0.002 | 0.980 | |
HIV1_08_BC | 399 | 0.965 | 0.000 | 0.981 | 0.990 | 0.000 | 0.994 | 0.972 | 0.001 | 0.970 | |
HIV1_11_cpx | 58 | 0.828 | 0.000 | 0.906 | 0.690 | 0.000 | 0.816 | 0.897 | 0.006 | 0.588 | |
HIV1_12_BF | 222 | 0.860 | 0.000 | 0.925 | 0.374 | 0.000 | 0.544 | 0.932 | 0.008 | 0.807 | |
Mean | 0.928 | 0.000 | 0.960 | 0.570 | 0.000 | 0.618 | 0.931 | 0.004 | 0.880 | ||
Pure subtypes | HIV1_A | 1000 | 0.966 | 0.001 | 0.980 | 0.968 | 0.106 | 0.654 | 0.891 | 0.006 | 0.917 |
HIV1_B | 1000 | 0.995 | 0.001 | 0.993 | 0.945 | 0.000 | 0.970 | 0.817 | 0.007 | 0.866 | |
HIV1_C | 1000 | 0.990 | 0.001 | 0.991 | 0.997 | 0.000 | 0.997 | 0.912 | 0.003 | 0.942 | |
HIV1_D | 1000 | 0.938 | 0.000 | 0.968 | 0.911 | 0.000 | 0.953 | 0.892 | 0.010 | 0.899 | |
HIV1_F | 1000 | 0.927 | 0.000 | 0.962 | 0.970 | 0.000 | 0.985 | 0.914 | 0.003 | 0.940 | |
HIV1_G | 1000 | 0.915 | 0.001 | 0.952 | 0.929 | 0.007 | 0.931 | 0.778 | 0.003 | 0.860 | |
Mean | 0.955 | 0.001 | 0.974 | 0.953 | 0.019 | 0.915 | 0.867 | 0.005 | 0.904 |
This table contains TPR, FPR and F-measure of COMET, REGA and CASTOR on the prediction of HIV-1 M pure subtypes and CFRs pol fragments. The shown classes belong to the common subtypes sampling. The CASTOR model used in this evaluation is PMSHIV03