n = 50 | n = 200 | n = 500 | |||||||||||
Method | k/h | MAD | n × MSE | CCI | ZS | MAD | n × MSE | CCI | ZS | MAD | n × MSE | CCI | ZS |
KNN | 4 | 0.071 | 2.687 | 0.953 | −0.002 | 0.035 | 2.663 | 0.955 | −0.007 | 0.023 | 2.719 | 0.950 | −0.005 |
8 | 0.067 | 2.682 | 0.952 | −0.058 | 0.032 | 2.675 | 0.957 | 0.024 | 0.022 | 2.786 | 0.944 | −0.032 | |
16 | 0.073 | 3.216 | 0.922 | 0.012 | 0.033 | 2.552 | 0.953 | 0.027 | 0.021 | 2.600 | 0.948 | 0.025 | |
32 | 0.088 | 3.197 | 0.905 | −0.001 | 0.032 | 2.501 | 0.954 | 0.033 | 0.021 | 2.682 | 0.948 | −0.005 | |
KR | 0.1 | 0.068 | 2.699 | 0.943 | 0.013 | 0.032 | 2.653 | 0.955 | 0.024 | 0.020 | 2.566 | 0.959 | 0.022 |
0.15 | 0.070 | 2.729 | 0.948 | −0.062 | 0.033 | 2.859 | 0.948 | 0.034 | 0.021 | 2.905 | 0.927 | −0.041 | |
0.2 | 0.068 | 2.438 | 0.958 | −0.024 | 0.033 | 2.736 | 0.937 | 0.015 | 0.021 | 2.678 | 0.946 | 0.029 | |
0.25 | 0.067 | 2.656 | 0.947 | 0.013 | 0.033 | 2.618 | 0.948 | −0.009 | 0.021 | 2.793 | 0.947 | −0.014 | |
HT | 0.1 | 0.078 | 2.784 | 0.996 | −0.327 | 0.033 | 2.783 | 0.992 | −0.136 | 0.021 | 2.477 | 0.998 | −0.119 |
0.15 | 0.073 | 2.529 | 0.996 | −0.203 | 0.034 | 2.723 | 0.994 | −0.059 | 0.022 | 2.807 | 0.996 | −0.092 | |
0.2 | 0.070 | 2.678 | 0.994 | −0.121 | 0.034 | 2.627 | 0.992 | −0.070 | 0.022 | 2.670 | 0.994 | −0.018 | |
0.25 | 0.070 | 2.620 | 0.994 | −0.150 | 0.032 | 2.689 | 0.998 | −0.048 | 0.021 | 2.783 | 0.994 | −0.042 | |
HTR | 0.1 | 0.071 | 2.679 | 0.997 | −0.054 | 0.032 | 2.739 | 0.993 | 0.020 | 0.021 | 2.476 | 0.998 | −0.043 |
0.15 | 0.070 | 2.459 | 0.996 | −0.094 | 0.033 | 2.713 | 0.993 | 0.021 | 0.021 | 2.816 | 0.996 | −0.045 | |
0.2 | 0.068 | 2.661 | 0.994 | 0.004 | 0.033 | 2.623 | 0.993 | −0.012 | 0.021 | 2.667 | 0.995 | 0.021 | |
0.25 | 0.067 | 2.600 | 0.996 | −0.057 | 0.031 | 2.691 | 0.998 | 0.008 | 0.021 | 2.778 | 0.994 | −0.011 | |
IPW | 0.1 | 0.068 | 2.706 | 0.972 | −0.069 | 0.033 | 2.702 | 0.971 | 0.071 | 0.021 | 2.519 | 0.982 | −0.266 |
0.15 | 0.067 | 2.873 | 0.966 | −0.034 | 0.032 | 2.839 | 0.973 | 0.026 | 0.020 | 2.673 | 0.983 | −0.017 | |
0.2 | 0.069 | 2.536 | 0.977 | −0.028 | 0.032 | 2.855 | 0.967 | 0.008 | 0.020 | 2.619 | 0.973 | 0.014 | |
0.25 | 0.068 | 2.766 | 0.975 | −0.020 | 0.033 | 2.518 | 0.983 | 0.013 | 0.020 | 2.550 | 0.976 | 0.011 | |
DR | 0.1 | 0.068 | 2.707 | 0.972 | −0.069 | 0.033 | 2.702 | 0.971 | 0.070 | 0.021 | 2.519 | 0.982 | −0.266 |
0.15 | 0.067 | 2.874 | 0.966 | −0.034 | 0.032 | 2.839 | 0.973 | 0.026 | 0.020 | 2.673 | 0.983 | −0.017 | |
0.2 | 0.069 | 2.535 | 0.977 | −0.028 | 0.031 | 2.854 | 0.967 | 0.008 | 0.020 | 2.619 | 0.973 | 0.014 | |
0.25 | 0.068 | 2.766 | 0.975 | −0.020 | 0.033 | 2.518 | 0.983 | 0.012 | 0.020 | 2.550 | 0.976 | 0.011 | |
WM | 4/0.15 | 0.066 | 2.664 | 0.946 | −0.006 | 0.032 | 2.647 | 0.947 | 0.014 | 0.019 | 2.616 | 0.951 | 0.015 |
4/0.2 | 0.066 | 2.497 | 0.952 | −0.036 | 0.033 | 2.505 | 0.957 | −0.048 | 0.021 | 2.712 | 0.951 | −0.049 | |
8/0.15 | 0.067 | 2.658 | 0.961 | 0.038 | 0.031 | 2.798 | 0.949 | −0.013 | 0.021 | 2.669 | 0.952 | −0.043 | |
8/0.2 | 0.066 | 2.657 | 0.951 | −0.067 | 0.032 | 2.803 | 0.945 | −0.019 | 0.021 | 2.700 | 0.953 | −0.035 | |
DIPW | 4/0.15 | 0.069 | 2.516 | 0.952 | 0.005 | 0.033 | 2.578 | 0.950 | 0.004 | 0.020 | 2.705 | 0.961 | 0.255 |
4/0.2 | 0.068 | 2.583 | 0.956 | 0.057 | 0.034 | 2.882 | 0.959 | 0.093 | 0.021 | 2.966 | 0.962 | −0.040 | |
8/0.15 | 0.067 | 2.986 | 0.974 | −0.001 | 0.032 | 2.769 | 0.963 | 0.048 | 0.019 | 2.619 | 0.957 | 0.011 | |
8/0.2 | 0.068 | 2.687 | 0.963 | −0.043 | 0.033 | 2.820 | 0.962 | 0.036 | 0.021 | 2.966 | 0.962 | −0.040 |