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 | 3.769 | 0.952 | 0.038 | 0.035 | 3.724 | 0.954 | 0.058 | 0.023 | 3.795 | 0.959 | −0.001 |
8 | 0.073 | 3.825 | 0.946 | −0.014 | 0.034 | 3.769 | 0.953 | −0.006 | 0.022 | 3.397 | 0.960 | 0.027 | |
16 | 0.086 | 4.217 | 0.916 | 0.013 | 0.032 | 3.513 | 0.959 | 0.042 | 0.022 | 3.485 | 0.959 | −0.051 | |
32 | 0.124 | 4.946 | 0.868 | −0.052 | 0.036 | 3.764 | 0.950 | 0.017 | 0.021 | 3.618 | 0.961 | −0.035 | |
KR | 0.1 | 0.072 | 3.819 | 0.950 | −0.017 | 0.032 | 3.651 | 0.953 | 0.032 | 0.021 | 3.703 | 0.953 | 0.010 |
0.15 | 0.070 | 3.749 | 0.954 | −0.009 | 0.033 | 3.747 | 0.953 | −0.007 | 0.021 | 3.366 | 0.959 | 0.026 | |
0.2 | 0.071 | 3.784 | 0.944 | 0.030 | 0.032 | 3.492 | 0.958 | 0.024 | 0.022 | 3.539 | 0.951 | −0.054 | |
0.25 | 0.074 | 3.767 | 0.932 | −0.029 | 0.036 | 3.716 | 0.947 | 0.007 | 0.022 | 3.676 | 0.952 | −0.047 | |
HT | 0.1 | 0.087 | 4.122 | 0.993 | −0.388 | 0.035 | 3.765 | 0.999 | −0.174 | 0.021 | 3.704 | 0.998 | −0.103 |
0.15 | 0.082 | 3.979 | 0.993 | −0.222 | 0.035 | 3.823 | 0.999 | −0.106 | 0.022 | 3.420 | 0.993 | −0.050 | |
0.2 | 0.078 | 3.964 | 0.986 | −0.105 | 0.035 | 3.542 | 0.997 | −0.044 | 0.023 | 3.541 | 0.999 | −0.096 | |
0.25 | 0.084 | 3.949 | 0.993 | −0.141 | 0.038 | 3.702 | 0.997 | −0.041 | 0.024 | 3.688 | 0.999 | −0.052 | |
HTR | 0.1 | 0.078 | 3.893 | 0.997 | 0.042 | 0.034 | 3.693 | 0.999 | 0.028 | 0.021 | 3.700 | 0.997 | 0.024 |
0.15 | 0.077 | 3.861 | 0.993 | 0.006 | 0.034 | 3.773 | 0.999 | −0.002 | 0.022 | 3.404 | 0.993 | 0.015 | |
0.2 | 0.076 | 3.894 | 0.989 | 0.032 | 0.034 | 3.536 | 0.997 | 0.037 | 0.023 | 3.524 | 0.999 | −0.048 | |
0.25 | 0.081 | 3.855 | 0.995 | −0.035 | 0.037 | 3.664 | 0.997 | 0.005 | 0.023 | 3.672 | 0.999 | −0.036 | |
IPW | 0.1 | 0.072 | 3.780 | 0.964 | 0.057 | 0.033 | 3.665 | 0.97 | 0.037 | 0.021 | 3.709 | 0.978 | 0.011 |
0.15 | 0.071 | 3.727 | 0.972 | 0.008 | 0.033 | 3.730 | 0.972 | −0.009 | 0.021 | 3.349 | 0.979 | 0.028 | |
0.2 | 0.071 | 3.781 | 0.962 | 0.028 | 0.032 | 3.457 | 0.984 | 0.030 | 0.021 | 3.471 | 0.981 | −0.050 | |
0.25 | 0.072 | 3.681 | 0.965 | −0.037 | 0.033 | 3.623 | 0.976 | 0.009 | 0.021 | 3.595 | 0.974 | −0.037 | |
DR | 0.1 | 0.072 | 3.781 | 0.964 | 0.058 | 0.033 | 3.665 | 0.97 | 0.037 | 0.021 | 3.709 | 0.978 | 0.011 |
0.15 | 0.071 | 3.727 | 0.972 | 0.008 | 0.033 | 3.730 | 0.972 | −0.009 | 0.021 | 3.349 | 0.979 | 0.028 | |
0.2 | 0.071 | 3.781 | 0.962 | 0.027 | 0.032 | 3.457 | 0.984 | 0.030 | 0.021 | 3.471 | 0.981 | −0.050 | |
0.25 | 0.071 | 3.680 | 0.965 | −0.036 | 0.033 | 3.623 | 0.976 | 0.008 | 0.021 | 3.595 | 0.974 | −0.037 | |
WM | 4/0.15 | 0.071 | 3.746 | 0.957 | 0.019 | 0.032 | 3.391 | 0.965 | −0.023 | 0.021 | 3.817 | 0.951 | −0.035 |
4/0.2 | 0.067 | 3.735 | 0.953 | −0.004 | 0.034 | 3.656 | 0.951 | −0.041 | 0.022 | 3.611 | 0.948 | −0.024 | |
8/0.15 | 0.068 | 3.769 | 0.943 | 0.008 | 0.032 | 3.450 | 0.956 | −0.063 | 0.021 | 3.714 | 0.950 | 0.041 | |
8/0.2 | 0.071 | 3.737 | 0.948 | −0.064 | 0.034 | 3.829 | 0.945 | 0.018 | 0.021 | 3.349 | 0.949 | 0.028 | |
DIPW | 4/0.15 | 0.072 | 3.760 | 0.951 | 0.027 | 0.036 | 3.392 | 0.968 | −0.030 | 0.022 | 3.845 | 0.954 | −0.044 |
4/0.2 | 0.072 | 3.866 | 0.947 | −0.011 | 0.038 | 3.712 | 0.952 | −0.040 | 0.023 | 3.626 | 0.953 | −0.020 | |
8/0.15 | 0.069 | 3.785 | 0.941 | 0.006 | 0.033 | 3.485 | 0.955 | −0.072 | 0.022 | 3.759 | 0.955 | 0.042 | |
8/0.2 | 0.073 | 3.749 | 0.942 | −0.066 | 0.038 | 3.812 | 0.948 | 0.019 | 0.023 | 3.380 | 0.956 | 0.033 |