Dataset | n | es | SSE | Silhouette | DB index | Homogeneity | Completeness | V-measure | AMI | ARI |
---|---|---|---|---|---|---|---|---|---|---|
DS1 | A | 5% | 7.398 ± 3.013 | 0.849 ± 0.016 | 0.231 ± 0.037 | 0.971 ± 0.025 | 1.000 ± 0.000 | 0.985 ± 0.013 | 0.971 ± 0.025 | 0.967 ± 0.028 |
10% | 5.716 ± 3.128 | 0.859 ± 0.016 | 0.209 ± 0.038 | 0.986 ± 0.025 | 1.000 ± 0.000 | 0.993 ± 0.013 | 0.986 ± 0.025 | 0.984 ± 0.028 | ||
20% | 3.993 ± 0.116 | 0.867 ± 0.001 | 0.190 ± 0.003 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
30% | 3.939 ± 0.053 | 0.868 ± 0.001 | 0.188 ± 0.002 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
40% | 3.910 ± 0.024 | 0.868 ± 0.000 | 0.188 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
50% | 3.894 ± 0.033 | 0.868 ± 0.000 | 0.188 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
B | 5% | 22.386 ± 15.800 | 0.830 ± 0.036 | 0.270 ± 0.080 | 0.954 ± 0.035 | 0.999 ± 0.002 | 0.976 ± 0.019 | 0.954 ± 0.035 | 0.948 ± 0.041 | |
10% | 14.165 ± 5.580 | 0.850 ± 0.015 | 0.227 ± 0.035 | 0.974 ± 0.024 | 1.000 ± 0.000 | 0.987 ± 0.012 | 0.974 ± 0.024 | 0.971 ± 0.026 | ||
20% | 10.542 ± 5.089 | 0.860 ± 0.014 | 0.206 ± 0.031 | 0.989 ± 0.022 | 1.000 ± 0.000 | 0.995 ± 0.011 | 0.989 ± 0.022 | 0.988 ± 0.024 | ||
30% | 7.900 ± 0.214 | 0.867 ± 0.001 | 0.189 ± 0.004 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
40% | 7.635 ± 0.229 | 0.868 ± 0.002 | 0.188 ± 0.004 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
50% | 7.514 ± 0.129 | 0.869 ± 0.001 | 0.186 ± 0.002 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
DS2 | A | 5% | 10.928 ± 5.194 | 0.855 ± 0.031 | 0.309 ± 0.036 | 0.939 ± 0.029 | 1.000 ± 0.000 | 0.968 ± 0.016 | 0.938 ± 0.029 | 0.896 ± 0.052 |
10% | 3.754 ± 3.128 | 0.908 ± 0.027 | 0.182 ± 0.093 | 0.981 ± 0.018 | 1.000 ± 0.000 | 0.991 ± 0.009 | 0.981 ± 0.019 | 0.971 ± 0.028 | ||
20% | 1.667 ± 1.788 | 0.926 ± 0.015 | 0.120 ± 0.045 | 0.993 ± 0.012 | 1.000 ± 0.000 | 0.997 ± 0.006 | 0.993 ± 0.012 | 0.989 ± 0.019 | ||
30% | 0.638 ± 0.010 | 0.935 ± 0.001 | 0.093 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
40% | 0.635 ± 0.011 | 0.935 ± 0.000 | 0.093 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
50% | 0.632 ± 0.006 | 0.935 ± 0.001 | 0.093 ± 0.001 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
B | 5% | 18.394 ± 10.015 | 0.865 ± 0.037 | 0.287 ± 0.051 | 0.948 ± 0.032 | 1.000 ± 0.000 | 0.974 ± 0.017 | 0.948 ± 0.032 | 0.911 ± 0.061 | |
10% | 11.054 ± 8.737 | 0.894 ± 0.036 | 0.226 ± 0.096 | 0.971 ± 0.028 | 1.000 ± 0.000 | 0.985 ± 0.015 | 0.971 ± 0.028 | 0.951 ± 0.051 | ||
20% | 7.470 ± 4.989 | 0.908 ± 0.022 | 0.191 ± 0.078 | 0.982 ± 0.015 | 1.000 ± 0.000 | 0.991 ± 0.007 | 0.982 ± 0.015 | 0.972 ± 0.022 | ||
30% | 7.518 ± 4.322 | 0.907 ± 0.019 | 0.197 ± 0.069 | 0.982 ± 0.013 | 1.000 ± 0.000 | 0.991 ± 0.006 | 0.982 ± 0.013 | 0.972 ± 0.019 | ||
40% | 6.027 ± 3.173 | 0.914 ± 0.014 | 0.176 ± 0.060 | 0.987 ± 0.009 | 0.987 ± 0.009 | 0.993 ± 0.005 | 0.987 ± 0.009 | 0.979 ± 0.015 | ||
50% | 1.264 ± 0.008 | 0.935 ± 0.000 | 0.093 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | 1.000 ± 0.000 | ||
DS3 | A | 5% | 14.204 ± 8.207 | 0.761 ± 0.075 | 0.411 ± 0.096 | 0.907 ± 0.050 | 1.000 ± 0.000 | 0.951 ± 0.027 | 0.905 ± 0.050 | 0.846 ± 0.083 |
10% | 9.462 ± 3.442 | 0.803 ± 0.034 | 0.342 ± 0.028 | 0.933 ± 0.023 | 1.000 ± 0.000 | 0.965 ± 0.012 | 0.932 ± 0.023 | 0.885 ± 0.043 | ||
20% | 4.252 ± 1.560 | 0.861 ± 0.021 | 0.263 ± 0.044 | 0.968 ± 0.012 | 1.000 ± 0.000 | 0.984 ± 0.007 | 0.968 ± 0.013 | 0.947 ± 0.022 | ||
30% | 3.357 ± 2.198 | 0.873 ± 0.029 | 0.229 ± 0.077 | 0.976 ± 0.019 | 1.000 ± 0.000 | 0.988 ± 0.010 | 0.976 ± 0.019 | 0.961 ± 0.032 | ||
40% | 2.531 ± 1.776 | 0.884 ± 0.025 | 0.201 ± 0.066 | 0.983 ± 0.017 | 1.000 ± 0.000 | 0.991 ± 0.009 | 0.982 ± 0.017 | 0.971 ± 0.030 | ||
50% | 2.095 ± 1.392 | 0.889 ± 0.019 | 0.196 ± 0.047 | 0.986 ± 0.013 | 1.000 ± 0.000 | 0.993 ± 0.007 | 0.986 ± 0.013 | 0.979 ± 0.024 | ||
B | 5% | 39.314 ± 10.666 | 0.715 ± 0.038 | 0.478 ± 0.077 | 0.875 ± 0.026 | 1.000 ± 0.000 | 0.933 ± 0.015 | 0.874 ± 0.026 | 0.796 ± 0.040 | |
10% | 29.491 ± 10.190 | 0.752 ± 0.041 | 0.410 ± 0.053 | 0.900 ± 0.029 | 1.000 ± 0.000 | 0.947 ± 0.016 | 0.899 ± 0.029 | 0.832 ± 0.047 | ||
20% | 17.259 ± 8.164 | 0.810 ± 0.045 | 0.327 ± 0.070 | 0.936 ± 0.027 | 1.000 ± 0.000 | 0.967 ± 0.014 | 0.936 ± 0.028 | 0.890 ± 0.046 | ||
30% | 15.913 ± 7.190 | 0.818 ± 0.039 | 0.323 ± 0.058 | 0.941 ± 0.024 | 1.000 ± 0.000 | 0.970 ± 0.013 | 0.940 ± 0.025 | 0.898 ± 0.041 | ||
40% | 11.339 ± 6.358 | 0.843 ± 0.039 | 0.285 ± 0.059 | 0.958 ± 0.023 | 1.000 ± 0.000 | 0.978 ± 0.012 | 0.957  ± 0.023 | 0.927 ± 0.042 | ||
50% | 6.694 ± 3.438 | 0.873 ± 0.022 | 0.238 ± 0.046 | 0.975 ± 0.015 | 1.000 ± 0.000 | 0.988 ± 0.008 | 0.975 ± 0.015 | 0.960 ± 0.028 | ||
DS4 | A | 5% | 17.860 ± 5.959 | 0.687 ± 0.051 | 0.543 ± 0.075 | 0.855 ± 0.040 | 0.999 ± 0.001 | 0.921 ± 0.023 | 0.852 ± 0.040 | 0.785 ± 0.070 |
10% | 9.654 ± 2.088 | 0.767 ± 0.027 | 0.423 ± 0.034 | 0.913 ± 0.017 | 0.999 ± 0.001 | 0.954 ± 0.009 | 0.910 ± 0.017 | 0.877 ± 0.025 | ||
20% | 8.015 ± 2.516 | 0.792 ± 0.037 | 0.384 ± 0.059 | 0.928 ± 0.022 | 0.999 ± 0.001 | 0.962 ± 0.012 | 0.925 ± 0.022 | 0.899 ± 0.033 | ||
30% | 4.050 ± 2.283 | 0.847 ± 0.033 | 0.295 ± 0.064 | 0.963 ± 0.022 | 1.000 ± 0.001 | 0.981 ± 0.012 | 0.962 ± 0.023 | 0.955 ± 0.037 | ||
40% | 3.149 ± 1.398 | 0.861 ± 0.017 | 0.267 ± 0.027 | 0.972 ± 0.013 | 1.000 ± 0.000 | 0.986 ± 0.006 | 0.971 ± 0.014 | 0.970 ± 0.022 | ||
50% | 1.984 ± 0.834 | 0.875 ± 0.012 | 0.233 ± 0.036 | 0.984 ± 0.009 | 1.000 ± 0.000 | 0.992 ± 0.004 | 0.983 ± 0.009 | 0.985 ± 0.010 | ||
B | 5% | 45.941 ± 3.544 | 0.650 ± 0.016 | 0.557 ± 0.045 | 0.819 ± 0.009 | 0.996 ± 0.005 | 0.900 ± 0.005 | 0.817 ± 0.009 | 0.722 ± 0.006 | |
10% | 36.157 ± 9.622 | 0.688 ± 0.040 | 0.509 ± 0.050 | 0.852 ± 0.034 | 0.997 ± 0.004 | 0.919 ± 0.020 | 0.850 ± 0.035 | 0.776 ± 0.060 | ||
20% | 22.751 ± 7.440 | 0.748 ± 0.039 | 0.452 ± 0.054 | 0.902 ± 0.028 | 1.000 ± 0.001 | 0.948 ± 0.016 | 0.900 ± 0.029 | 0.860 ± 0.043 | ||
30% | 14.541 ± 7.407 | 0.798 ± 0.050 | 0.373 ± 0.077 | 0.934 ± 0.030 | 1.000 ± 0.000 | 0.966 ± 0.016 | 0.933 ± 0.030 | 0.909 ± 0.048 | ||
40% | 8.740 ± 4.905 | 0.841 ± 0.035 | 0.306 ± 0.063 | 0.959 ± 0.022 | 1.000 ± 0.000 | 0.979 ± 0.011 | 0.958 ± 0.022 | 0.948 ± 0.034 | ||
50% | 5.240 ± 1.944 | 0.866 ± 0.016 | 0.257 ± 0.036 | 0.976 ± 0.011 | 1.000 ± 0.000 | 0.988 ± 0.006 | 0.975 ± 0.012 | 0.974 ± 0.017 | ||
DS5 | A | 5% | 10.964 ± 1.646 | 0.694 ± 0.026 | 0.499 ± 0.046 | 0.879 ± 0.015 | 1.000 ± 0.000 | 0.936 ± 0.008 | 0.873 ± 0.015 | 0.748 ± 0.022 |
10% | 8.272 ± 2.108 | 0.738 ± 0.035 | 0.444 ± 0.037 | 0.906 ± 0.023 | 1.000 ± 0.000 | 0.951 ± 0.013 | 0.902 ± 0.024 | 0.800 ± 0.048 | ||
20% | 6.011 ± 0.872 | 0.778 ± 0.018 | 0.401 ± 0.024 | 0.929 ± 0.008 | 1.000 ± 0.000 | 0.963 ± 0.004 | 0.925 ± 0.008 | 0.847 ± 0.016 | ||
30% | 5.904 ± 0.743 | 0.779 ± 0.015 | 0.398 ± 0.020 | 0.930 ± 0.006 | 1.000 ± 0.000 | 0.964 ± 0.003 | 0.926 ± 0.006 | 0.848 ± 0.013 | ||
40% | 5.086 ± 0.483 | 0.796 ± 0.012 | 0.373 ± 0.017 | 0.936 ± 0.006 | 1.000 ± 0.000 | 0.967 ± 0.003 | 0.932 ± 0.006 | 0.860 ± 0.011 | ||
50% | 4.118 ± 0.516 | 0.819 ± 0.011 | 0.342 ± 0.014 | 0.949 ± 0.006 | 1.000 ± 0.000 | 0.974 ± 0.004 | 0.946 ± 0.007 | 0.883 ± 0.012 | ||
B | 5% | 33.551 ± 4.208 | 0.623 ± 0.019 | 0.583 ± 0.058 | 0.828 ± 0.012 | 1.000 ± 0.000 | 0.906 ± 0.007 | 0.825 ± 0.012 | 0.654 ± 0.020 | |
10% | 25.541 ± 3.411 | 0.665 ± 0.021 | 0.505 ± 0.011 | 0.857 ± 0.019 | 0.999 ± 0.002 | 0.922 ± 0.011 | 0.854 ± 0.020 | 0.699 ± 0.038 | ||
20% | 18.505 ± 2.550 | 0.720 ± 0.014 | 0.469 ± 0.023 | 0.897 ± 0.009 | 1.000 ± 0.001 | 0.946 ± 0.005 | 0.895 ± 0.009 | 0.786 ± 0.017 | ||
30% | 17.424 ± 1.054 | 0.725 ± 0.009 | 0.458 ± 0.019 | 0.900 ± 0.005 | 1.000 ± 0.000 | 0.948 ± 0.003 | 0.898 ± 0.005 | 0.789 ± 0.013 | ||
40% | 15.016 ± 1.346 | 0.751 ± 0.016 | 0.425 ± 0.010 | 0.914 ± 0.009 | 1.000 ± 0.000 | 0.955 ± 0.005 | 0.912 ± 0.009 | 0.814 ± 0.022 | ||
50% | 12.226 ± 1.438 | 0.778 ± 0.014 | 0.400 ± 0.024 | 0.929 ± 0.007 | 1.000 ± 0.000 | 0.963 ± 0.004 | 0.927 ± 0.007 | 0.850 ± 0.019 |