Table 8.
F-measure | Specificity | G-means | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Method | Min | Median | Max | Mean | Std.dev. | Min | Median | Max | Mean | Std.dev. | Min | Median | Max | Mean | Std.dev. |
CNN + GDM + RL | 0.757 | 0.811 | 0.825 | 0.801 | 0.026 | 0.827 | 0.882 | 0.898 | 0.875 | 0.028 | 0.805 | 0.848 | 0.860 | 0.840 | 0.021 |
CNN + GDA + RL | 0.765 | 0.799 | 0.811 | 0.792 | 0.019 | 0.834 | 0.863 | 0.902 | 0.860 | 0.028 | 0.812 | 0.839 | 0.850 | 0.834 | 0.015 |
CNN + GDMA + RL | 0.771 | 0.806 | 0.849 | 0.808 | 0.033 | 0.838 | 0.880 | 0.909 | 0.877 | 0.026 | 0.815 | 0.843 | 0.878 | 0.846 | 0.026 |
CNN + OSS + RL | 0.759 | 0.799 | 0.825 | 0.797 | 0.024 | 0.859 | 0.873 | 0.885 | 0.872 | 0.010 | 0.804 | 0.839 | 0.861 | 0.837 | 0.021 |
CNN + BR + RL | 0.776 | 0.784 | 0.794 | 0.784 | 0.007 | 0.841 | 0.850 | 0.921 | 0.868 | 0.034 | 0.821 | 0.825 | 0.829 | 0.825 | 0.003 |
CNN + GWO + RL | 0.779 | 0.797 | 0.828 | 0.801 | 0.021 | 0.856 | 0.880 | 0.889 | 0.877 | 0.013 | 0.821 | 0.836 | 0.863 | 0.840 | 0.018 |
CNN + BAT + RL | 0.782 | 0.793 | 0.823 | 0.801 | 0.018 | 0.873 | 0.885 | 0.901 | 0.885 | 0.010 | 0.824 | 0.832 | 0.859 | 0.839 | 0.016 |
CNN + COA + RL | 0.752 | 0.803 | 0.844 | 0.796 | 0.038 | 0.835 | 0.854 | 0.901 | 0.862 | 0.028 | 0.800 | 0.845 | 0.876 | 0.837 | 0.031 |
CNN + WOA + RL | 0.768 | 0.793 | 0.798 | 0.785 | 0.014 | 0.832 | 0.869 | 0.888 | 0.866 | 0.021 | 0.812 | 0.832 | 0.839 | 0.827 | 0.012 |