From: Thresher: determining the number of clusters while removing outliers
Methods | NbClust Top 10 Best Indices | Thresher | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
tracew | mcclain | ratkowsky | trcovw | scott | silhouette | sdindex | kl | tau | ptbiserial | CPT | TwiceMean | SCOD | |
1 | 1.008 | 1.011 | 1.055 | 1.078 | 1.213 | 1.528 | 2.246 | 1.850 | 2.382 | 2.320 | 1.147 | 1.153 | 1.011 |
2 | 1.011 | 1.024 | 1.064 | 1.076 | 1.195 | 2.665 | 2.250 | 1.885 | 2.320 | 2.348 | 0.009 | 0.009 | 1.021 |
3 | 1.018 | 1.013 | 1.070 | 1.088 | 1.221 | 1.674 | 2.285 | 1.829 | 2.369 | 2.344 | 0.037 | 0.037 | 0.988 |
4 | 0.987 | 0.988 | 0.923 | 0.849 | 0.840 | 1.024 | 0.435 | 0.871 | 0.571 | 0.711 | 2.834 | 2.999 | 1.013 |
5 | 0.982 | 0.994 | 0.936 | 0.908 | 0.845 | 0.962 | 0.424 | 0.947 | 0.550 | 0.695 | 0.790 | 0.307 | 1.008 |
6 | 0.989 | 0.979 | 0.933 | 0.820 | 0.844 | 1.083 | 0.432 | 0.901 | 0.572 | 0.703 | 2.935 | 2.971 | 1.011 |
7 | 0.011 | 0.012 | 0.067 | 0.137 | 0.206 | 0.614 | 1.254 | 0.838 | 1.369 | 1.360 | 0.760 | 2.634 | 0.318 |
8 | 0.015 | 0.008 | 0.067 | 0.138 | 0.212 | 0.585 | 1.314 | 0.882 | 1.422 | 1.366 | 0.650 | 2.689 | 0.346 |
9 | 1.014 | 1.016 | 1.050 | 1.133 | 1.198 | 1.562 | 2.250 | 1.902 | 2.365 | 2.320 | 1.163 | 1.163 | 0.981 |
10 | 1.011 | 1.015 | 1.078 | 1.083 | 1.215 | 1.547 | 2.277 | 1.893 | 2.378 | 2.330 | 1.035 | 1.037 | 1.009 |
11 | 0.023 | 0.020 | 0.094 | 0.741 | 0.231 | 0.571 | 1.226 | 0.981 | 1.373 | 1.308 | 0.050 | 0.049 | 0.350 |
12 | 0.016 | 0.017 | 0.068 | 0.232 | 0.205 | 0.503 | 1.244 | 0.816 | 1.359 | 1.285 | 0.025 | 0.025 | 0.372 |
13 | 1.983 | 1.985 | 1.920 | 1.597 | 1.779 | 1.634 | 0.875 | 1.497 | 0.839 | 0.951 | 0.878 | 0.881 | 2.006 |
14 | 1.987 | 1.988 | 1.936 | 1.834 | 1.809 | 1.663 | 0.866 | 1.515 | 0.819 | 0.945 | 1.152 | 1.043 | 2.006 |
15 | 0.983 | 0.988 | 0.928 | 0.805 | 0.831 | 0.942 | 0.410 | 0.861 | 0.554 | 0.699 | 1.853 | 1.858 | 1.033 |
16 | 0.987 | 0.987 | 0.922 | 0.878 | 0.824 | 0.892 | 0.406 | 0.910 | 0.529 | 0.693 | 1.444 | 1.772 | 1.005 |
Average | 0.877 | 0.878 | 0.882 | 0.900 | 0.917 | 1.216 | 1.262 | 1.274 | 1.361 | 1.399 | 1.048 | 1.289 | 0.967 |