TABLE 5.
Silhouette | DBS | ARI | AMI | NMI | CS | FMS | VMS | HS | |
---|---|---|---|---|---|---|---|---|---|
Without GAT | 0.6574 | 0.6706 | 0.5250 | 0.6670 | 0.6733 | 0.5616 | 0.6577 | 0.6733 | 0.8406 |
1 attention head | 0.5950 | 0.7318 | 0.5495 | 0.7005 | 0.7062 | 0.5910 | 0.6772 | 0.7062 | 0.8770 |
3 attention heads | 0.6553 | 0.7125 | 0.5534 | 0.7082 | 0.7137 | 0.5973 | 0.6805 | 0.7137 | 0.8866 |
5 attention heads | 0.6534 | 0.7088 | 0.5468 | 0.6944 | 0.7003 | 0.5859 | 0.6751 | 0.7003 | 0.8701 |
8 attention heads | 0.6735 | 0.6479 | 0.5530 | 0.7024 | 0.7080 | 0.5922 | 0.6803 | 0.7080 | 0.8801 |
The bold values are the best results.