Clustering on EMNIST
41.2ARICh
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ChLinkage function=Chamfer2026.02 | 41.2 | 64.4 | |
| Ch_NLinkage function=Chamfer (Normalized)2026.02 | 39.2 | 62 | |
| Ch_NSLinkage function=Chamfer (Normalized Symmetric)2026.02 | 31.9 | 55.2 | |
| FedKmeansKnown K?=Yes2026.01 | 28.5 | — | |
| FedGEMKnown K?=No2026.01 | 28.5 | — | |
| Ch_SLinkage function=Chamfer (Symmetric)2026.02 | 27.8 | 55.2 | |
| Ward'sLinkage function=Ward's2026.02 | 26.3 | 54.3 | |
| AverageLinkage function=Average2026.02 | 25.8 | 54.5 | |
| GMM (central)Known K?=Yes2026.01 | 23.5 | — | |
| k-FEDKnown K?=Yes2026.01 | 22.3 | — | |
| CentroidLinkage function=Centroid2026.02 | 20.1 | 50.9 | |
| CompleteLinkage function=Complete2026.02 | 12.1 | 50.3 | |
| DP-GMM (central)Known K?=No2026.01 | 12 | — | |
| FFCM-avg2Known K?=Yes2026.01 | 11.4 | — | |
| AFCLKnown K?=No2026.01 | 8.9 | — | |
| SingleLinkage function=Single2026.02 | 7.2 | 51.6 | |
| FFCM-avg1Known K?=Yes2026.01 | 2.5 | — |