Data | Model | ACC | Precision | Recall | F1-Measure | ROC Area |
ecoli-3 | LR | 0.922 | 0.917 | 0.922 | 0.919 | 0.910 |
MPN | 0.932 | 0.933 | 0.934 | 0.933 | 0.932 | |
DT | 0.922 | 0.915 | 0.922 | 0.917 | 0.824 | |
SVM | 0.896 | 0.802 | 0.896 | 0.846 | 0.502 | |
RF | 0.934 | 0.929 | 0.934 | 0.932 | 0.936 | |
APSO-RF | 0.938 | 0.931 | 0.942 | 0.941 | 0.939 | |
glass-1 | LR | 0.648 | 0.621 | 0.648 | 0.618 | 0.681 |
MPN | 0.662 | 0.668 | 0.662 | 0.665 | 0.676 | |
DT | 0.775 | 0.770 | 0.775 | 0.771 | 0.749 | |
SVM | 0.793 | 0.794 | 0.793 | 0.784 | 0.743 | |
RF | 0.836 | 0.837 | 0.836 | 0.824 | 0.896 | |
APSO-RF | 0.851 | 0.841 | 0.838 | 0.830 | 0.902 | |
new-thyroid-1 | LR | 0.986 | 0.986 | 0.986 | 0.986 | 0.997 |
MPN | 0.981 | 0.981 | 0.981 | 0.981 | 0.997 | |
DT | 0.981 | 0.981 | 0.981 | 0.981 | 0.972 | |
SVM | 0.879 | 0.894 | 0.879 | 0.847 | 0.629 | |
RF | 0.972 | 0.972 | 0.972 | 0.971 | 0.998 | |
APSO-RF | 0.988 | 0.987 | 0.986 | 0.982 | 0.998 | |
page-blocks-0 | LR | 0.951 | 0.947 | 0.95 | 0.947 | 0.941 |
MPN | 0.968 | 0.967 | 0.968 | 0.967 | 0.978 | |
DT | 0.986 | 0.986 | 0.986 | 0.986 | 0.991 | |
SVM | 0.994 | 0.992 | 0.990 | 0.994 | 0.977 | |
RF | 0.996 | 0.995 | 0.992 | 0.996 | 0.993 | |
APSO-RF | 0.997 | 0.997 | 0.994 | 0.998 | 0.994 | |
vehicle-1 | LR | 0.786 | 0.781 | 0.786 | 0.783 | 0.937 |
MPN | 0.842 | 0.838 | 0.840 | 0.839 | 0.918 | |
DT | 0.717 | 0.714 | 0.717 | 0.716 | 0.830 | |
SVM | 0.492 | 0.242 | 0.492 | 0.325 | 0.502 | |
RF | 0.831 | 0.803 | 0.812 | 0.821 | 0.933 | |
APSO-RF | 0.852 | 0.840 | 0.832 | 0.842 | 0.944 | |
wisconsin | LR | 0.965 | 0.965 | 0.965 | 0.965 | 0.992 |
MPN | 0.963 | 0.963 | 0.963 | 0.963 | 0.992 | |
DT | 0.959 | 0.959 | 0.959 | 0.959 | 0.957 | |
SVM | 0.960 | 0.964 | 0.960 | 0.961 | 0.968 | |
RF | 0.969 | 0.969 | 0.969 | 0.969 | 0.993 | |
APSO-RF | 0.971 | 0.975 | 0.974 | 0.975 | 0.994 | |
veast-1 | LR | 0.757 | 0.740 | 0.757 | 0.728 | 0.790 |
MPN | 0.769 | 0.756 | 0.769 | 0.757 | 0.796 | |
DT | 0.760 | 0.745 | 0.760 | 0.746 | 0.726 | |
SVM | 0.721 | 0.713 | 0.721 | 0.626 | 0.526 | |
RF | 0.778 | 0.767 | 0.778 | 0.769 | 0.806 | |
APSO-RF | 0.782 | 0.774 | 0.782 | 0.770 | 0.821 |