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 | 0.139 | 3.358 | 0.81 | 0.235 | 0.063 | 3.004 | 0.854 | −0.003 | 0.038 | 3.056 | 0.867 | −0.019 |
8 | 0.149 | 4.037 | 0.734 | 0.341 | 0.063 | 3.053 | 0.847 | 0.091 | 0.039 | 2.869 | 0.857 | −0.005 | |
16 | 0.172 | 4.186 | 0.695 | 0.452 | 0.064 | 3.264 | 0.813 | 0.262 | 0.039 | 2.918 | 0.844 | 0.126 | |
32 | 0.442 | 13.365 | 0.435 | −1.402 | 0.079 | 3.809 | 0.736 | 0.729 | 0.040 | 3.171 | 0.809 | 0.303 | |
KR | 0.1 | 0.137 | 3.231 | 0.817 | −0.077 | 0.060 | 3.109 | 0.829 | 0.101 | 0.039 | 2.990 | 0.823 | 0.116 |
0.15 | 0.133 | 3.501 | 0.814 | 0.125 | 0.060 | 2.873 | 0.828 | 0.148 | 0.039 | 3.238 | 0.811 | 0.168 | |
0.2 | 0.127 | 3.463 | 0.803 | 0.119 | 0.060 | 3.074 | 0.823 | 0.189 | 0.039 | 3.076 | 0.826 | 0.259 | |
0.25 | 0.130 | 3.237 | 0.792 | 0.129 | 0.064 | 2.943 | 0.819 | 0.227 | 0.041 | 3.008 | 0.803 | 0.392 | |
HT | 0.1 | 0.202 | 4.980 | 0.977 | −0.716 | 0.066 | 2.807 | 1 | −0.376 | 0.039 | 3.049 | 1 | −0.192 |
0.15 | 0.162 | 3.882 | 1 | −0.484 | 0.062 | 2.933 | 1 | −0.202 | 0.039 | 3.230 | 1 | −0.144 | |
0.2 | 0.140 | 3.049 | 1 | −0.396 | 0.061 | 3.013 | 1 | −0.166 | 0.038 | 2.904 | 1 | −0.157 | |
0.25 | 0.131 | 3.046 | 0.999 | −0.352 | 0.061 | 2.834 | 1 | −0.161 | 0.037 | 2.754 | 1 | −0.116 | |
HTR | 0.1 | 0.134 | 3.405 | 1 | 0.031 | 0.060 | 2.731 | 1 | −0.028 | 0.039 | 2.994 | 1 | 0.041 |
0.15 | 0.134 | 3.269 | 1 | 0.008 | 0.060 | 2.823 | 1 | 0.046 | 0.039 | 3.204 | 1 | 0.003 | |
0.2 | 0.127 | 2.800 | 1 | −0.018 | 0.060 | 3.039 | 1 | −0.015 | 0.038 | 2.944 | 1 | −0.038 | |
0.25 | 0.122 | 2.960 | 0.999 | −0.017 | 0.061 | 2.841 | 1 | −0.012 | 0.038 | 2.848 | 1 | −0.011 | |
IPW | 0.1 | 0.137 | 3.152 | 0.943 | 0.028 | 0.062 | 2.850 | 0.968 | 0.040 | 0.038 | 2.985 | 0.977 | −0.016 |
0.15 | 0.131 | 2.998 | 0.948 | 0.050 | 0.061 | 2.648 | 0.965 | 0.049 | 0.038 | 2.937 | 0.967 | 0.045 | |
0.2 | 0.129 | 3.142 | 0.956 | 0.036 | 0.061 | 2.946 | 0.967 | −0.020 | 0.036 | 2.695 | 0.981 | −0.033 | |
0.25 | 0.130 | 3.178 | 0.966 | 0.080 | 0.062 | 2.685 | 0.977 | 0.049 | 0.040 | 3.026 | 0.971 | 0.024 | |
DR | 0.1 | 0.138 | 3.162 | 0.943 | 0.027 | 0.062 | 2.850 | 0.968 | 0.039 | 0.038 | 2.985 | 0.977 | −0.016 |
0.15 | 0.131 | 3.005 | 0.948 | 0.049 | 0.061 | 2.648 | 0.965 | 0.049 | 0.038 | 2.937 | 0.967 | 0.045 | |
0.2 | 0.129 | 3.139 | 0.957 | 0.033 | 0.061 | 2.946 | 0.967 | −0.021 | 0.036 | 2.695 | 0.981 | −0.033 | |
0.25 | 0.130 | 3.178 | 0.967 | 0.077 | 0.061 | 2.683 | 0.977 | 0.047 | 0.040 | 3.026 | 0.972 | 0.024 | |
WM | 4/0.15 | 0.130 | 3.183 | 0.820 | 0.079 | 0.060 | 2.976 | 0.822 | 0.138 | 0.037 | 2.967 | 0.827 | 0.166 |
4/0.2 | 0.129 | 3.038 | 0.816 | 0.071 | 0.061 | 2.909 | 0.832 | 0.132 | 0.038 | 2.875 | 0.823 | 0.271 | |
8/0.15 | 0.131 | 3.108 | 0.824 | 0.197 | 0.060 | 3.061 | 0.823 | 0.066 | 0.039 | 2.954 | 0.821 | 0.277 | |
8/0.2 | 0.129 | 3.045 | 0.824 | 0.158 | 0.059 | 2.930 | 0.826 | 0.174 | 0.040 | 3.210 | 0.803 | 0.206 | |
DIPW | 4/0.15 | 0.137 | 3.334 | 0.830 | 0.013 | 0.060 | 2.983 | 0.832 | 0.017 | 0.037 | 2.918 | 0.831 | −0.064 |
4/0.2 | 0.135 | 3.371 | 0.814 | 0.043 | 0.061 | 2.910 | 0.846 | 0.065 | 0.037 | 2.789 | 0.843 | −0.008 | |
8/0.15 | 0.135 | 3.396 | 0.789 | 0.048 | 0.059 | 3.013 | 0.831 | 0.036 | 0.039 | 2.899 | 0.836 | 0.044 | |
8/0.2 | 0.136 | 3.205 | 0.813 | 0.028 | 0.058 | 2.892 | 0.832 | 0.022 | 0.039 | 3.113 | 0.826 | −0.007 |