TABLE 6.
Silhouette | DBS | ARI | AMI | NMI | CS | FMS | VMS | HS | |
---|---|---|---|---|---|---|---|---|---|
Without GAT | 0.3733 | 1.5436 | 0.8352 | 0.8187 | 0.8189 | 0.8078 | 0.8803 | 0.8189 | 0.8303 |
1 attention head | 0.3447 | 1.2099 | 0.7826 | 0.8275 | 0.8278 | 0.8514 | 0.8470 | 0.8278 | 0.8054 |
3 attention heads | 0.3878 | 1.2023 | 0.9601 | 0.9364 | 0.9365 | 0.9398 | 0.9713 | 0.9365 | 0.9332 |
5 attention heads | 0.3866 | 1.4118 | 0.8361 | 0.8255 | 0.8257 | 0.8133 | 0.8809 | 0.8257 | 0.8386 |
8 attention heads | 0.4043 | 1.1677 | 0.8143 | 0.8209 | 0.8211 | 0.8263 | 0.8669 | 0.8211 | 0.8160 |
The bold values are the best results.