Methods | Rand index | |||||||
---|---|---|---|---|---|---|---|---|
300 | 450 | 1500 | 3000 | 5000 | CATH | Density | Average | |
Hierarchy | 0.883 | 0.942 | 0.896 | 0.920 | 0.981 | 0.964 | 0.928 | 0.931 |
Agnes | 0.947 | 0.973 | 0.836 | 0.820 | 0.976 | 0.906 | 0.975 | 0.919 |
Clara | 0.960 | 0.980 | 0.952 | 0.948 | 0.987 | 1.000 | 0.956 | 0.969 |
k-means | 0.960 | 0.980 | 0.958 | 0.966 | 0.986 | 0.738 | 0.901 | 0.927 |
Mix Model | 0.960 | 0.980 | 0.959 | 0.911 | 0.990 | 1.000 | 0.977 | 0.968 |
PFClust | 0.960 | 1.000 | 0.958 | 0.949 | 0.986 | 0.996 | 0.976 | 0.975 |
DBSCAN | 0.973 | 0.973 | 0.930 | 0.921 | 0.978 | 0.977 | 0.688 | 0.920 |