Clustering on digits
0.9ARILouvain
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Louvain2025.01 | 0.9 | 0.92 | 12 | 0.2 | |
| ChLinkage function=Chamfer2026.02 | 0.875 | 0.904 | — | — | |
| Ch_NLinkage function=Chamfer (Normalized)2026.02 | 0.874 | 0.908 | — | — | |
| SPOREANNN=1797, D=64, D'=642025.10 | 0.85 | 0.89 | — | — | |
| SPOREENNN=1797, D=64, D'=642025.10 | 0.85 | 0.89 | — | — | |
| Ward'sLinkage function=Ward's2026.02 | 0.845 | 0.881 | — | — | |
| Phenograph2025.01 | 0.84 | 0.88 | 13 | 11.8 | |
| SpectralN=1797, D=64, D'=642025.10 | 0.81 | 0.9 | — | — | |
| Agglomerative2025.01 | 0.8 | 0.87 | — | 0.2 | |
| AverageLinkage function=Average2026.02 | 0.799 | 0.852 | — | — | |
| Ch_NSLinkage function=Chamfer (Normalized Symmetric)2026.02 | 0.792 | 0.849 | — | — | |
| SingleLinkage function=Single2026.02 | 0.784 | 0.817 | — | — | |
| Ch_SLinkage function=Chamfer (Symmetric)2026.02 | 0.762 | 0.828 | — | — | |
| VillageNet-OptOptimization Strategy=Optimal2025.01 | 0.74 | 0.84 | 9 | 11.2 | |
| VillageNet-HeurOptimization Strategy=Heuristic2025.01 | 0.73 | 0.83 | 9 | 0.7 | |
| CentroidLinkage function=Centroid2026.02 | 0.718 | 0.805 | — | — | |
| K-Means2025.01 | 0.67 | 0.74 | — | 0.1 | |
| KMeansN=1797, D=64, D'=642025.10 | 0.64 | 0.74 | — | — | |
| GMMN=1797, D=64, D'=642025.10 | 0.61 | 0.72 | — | — | |
| HDBSCANN=1797, D=64, D'=642025.10 | 0.59 | 0.78 | — | — | |
| CompleteLinkage function=Complete2026.02 | 0.519 | 0.72 | — | — | |
| HDBScan2025.01 | 0.49 | 0.74 | 22 | 0.5 | |
| OPTICS2025.01 | 0.06 | 0.37 | 32 | 2.1 |