Validating data | Testing data | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | AUC | SEN | F1 | SPE | PPV | NPV |  | AUC | SEN | F1 | SPE | PPV | NPV |
RF | 0.960 | 0.892 | 0.701 | 0.820 | 0.960 | 0.612 | Â | 0.958 | 0.883 | 0.721 | 0.880 | 0.972 | 0.611 |
LR | 0.965 | 0.875 | 0.720 | 0.900 | 0.977 | 0.600 | Â | 0.965 | 0.875 | 0.720 | 0.900 | 0.977 | 0.600 |
SVM | 0.952 | 0.862 | 0.713 | 0.920 | 0.981 | 0.582 | Â | 0.962 | 0.896 | 0.740 | 0.900 | 0.977 | 0.643 |
NET | 0.965 | 0.879 | 0.726 | 0.900 | 0.977 | 0.608 | Â | 0.964 | 0.879 | 0.746 | 0.920 | 0.981 | 0.613 |
ELM | 0.952 | 0.833 | 0.657 | 0.880 | 0.971 | 0.524 | Â | 0.952 | 0.833 | 0.657 | 0.880 | 0.971 | 0.524 |
KNN | 0.926 | 0.825 | 0.657 | 0.900 | 0.975 | 0.517 | Â | 0.926 | 0.825 | 0.657 | 0.900 | 0.975 | 0.517 |
NB | 0.940 | 0.871 | 0.672 | 0.820 | 0.959 | 0.569 | Â | 0.940 | 0.871 | 0.672 | 0.820 | 0.959 | 0.569 |
ADAB | 0.955 | 0.891 | 0.733 | 0.880 | 0.973 | 0.629 | Â | 0.958 | 0.855 | 0.712 | 0.940 | 0.985 | 0.574 |
LOG | 0.964 | 0.846 | 0.711 | 0.960 | 0.970 | 0.565 | Â | 0.956 | 0.846 | 0.711 | 0.960 | 0.970 | 0.565 |
LDA | 0.954 | 0.850 | 0.687 | 0.900 | 0.976 | 0.556 | Â | 0.954 | 0.850 | 0.687 | 0.900 | 0.976 | 0.556 |