Clustering on MNIST (ARI, NMI)
86NMIIDEC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IDECPoints=70,000, Dim=784, Clusters=102026.02 | 86 | — | |
| ChLinkage function=Chamfer2026.02 | 85.3 | 81.6 | |
| KBCPoints=70,000, Dim=784, Clusters=102026.02 | 82 | — | |
| Ch_NLinkage function=Chamfer (Normalized)2026.02 | 79.6 | 78.2 | |
| GFCPrivacy Budget (ε)=0.12025.11 | 72.25 | 56.53 | |
| GFCPrivacy Budget (ε)=0.052025.11 | 72.15 | 56.23 | |
| Ward'sLinkage function=Ward's2026.02 | 71.4 | 59.5 | |
| Ch_SLinkage function=Chamfer (Symmetric)2026.02 | 71 | 61.1 | |
| GFCPrivacy Budget (ε)=0.012025.11 | 69.63 | 52.79 | |
| Contrastive ClusteringPoints=70,000, Dim=784, Clusters=102026.02 | 68 | — | |
| Ch_NSLinkage function=Chamfer (Normalized Symmetric)2026.02 | 64.5 | 53 | |
| K-FedPrivacy Budget (ε)=0.12025.11 | 63.86 | 39.56 | |
| AverageLinkage function=Average2026.02 | 63 | 48.9 | |
| MUFCPrivacy Budget (ε)=0.12025.11 | 58.26 | 34.13 | |
| MUFCPrivacy Budget (ε)=0.052025.11 | 53.51 | 26.78 | |
| K-FedPrivacy Budget (ε)=0.052025.11 | 53.2 | 26.68 | |
| CentroidLinkage function=Centroid2026.02 | 52.2 | 32.8 | |
| k-meansPoints=70,000, Dim=784, Clusters=102026.02 | 50 | — | |
| CompleteLinkage function=Complete2026.02 | 48.4 | 25.1 | |
| MUFCPrivacy Budget (ε)=0.012025.11 | 42.34 | 19.34 | |
| K-FedPrivacy Budget (ε)=0.012025.11 | 42.13 | 19.21 | |
| SingleLinkage function=Single2026.02 | 40.6 | 22 | |
| NN-FCPrivacy Budget (ε)=0.12025.11 | 20.39 | 8.23 | |
| NN-FCPrivacy Budget (ε)=0.052025.11 | 6.23 | 2.36 |