From: Cluster ensemble based on Random Forests for genetic data
Dataset | Measure | Methods | |||
---|---|---|---|---|---|
PCAclust | AWclust | RFclust | RFcluE | ||
HapMap | ARI | 0.5453 | 0.8135 | 0.8065 | 0.8282 |
NMI | 0.7963 | 0.9277 | 0.9388 | 0.9353 | |
AC | 0.6326 | 0.8412 | 0.8365 | 0.882 | |
AVG | 0.6581 | 0.8608 | 0.8606 | 0.8818 | |
Pan-Asian | ARI | 0.6668 | 0.4631 | 0.4766 | 0.9644 |
NMI | 0.8483 | 0.7663 | 0.749 | 0.962 | |
AC | 0.7314 | 0.6366 | 0.6363 | 0.9745 | |
AVG | 0.7488 | 0.622 | 0.6206 | 0.9669 | |
Shriver’s | ARI | 0.7502 | 0.7952 | 0.7795 | 0.8184 |
NMI | 0.8914 | 0.9121 | 0.8758 | 0.9204 | |
AC | 0.8267 | 0.8448 | 0.8388 | 0.8989 | |
AVG | 0.8228 | 0.8507 | 0.8314 | 0.8792 |