Clustering on MNIST (ARI, NVI, Estimated Cluster Number, Time)
100ARIFlexCFL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FlexCFLData mixing=Label skew 12025.06 | 100 | — | — | — | |
| CLoVEData mixing=Label skew 12025.06 | 100 | — | — | — | |
| FlexCFLData mixing=Label skew 22025.06 | 100 | — | — | — | |
| CLoVEData mixing=Label skew 22025.06 | 100 | — | — | — | |
| CFL-SData mixing=Concept shift2025.06 | 100 | — | — | — | |
| FlexCFLData mixing=Concept shift2025.06 | 100 | — | — | — | |
| CLoVEData mixing=Concept shift2025.06 | 100 | — | — | — | |
| FlexCFLData mixing=Feature skew2025.06 | 100 | — | — | — | |
| CLoVEData mixing=Feature skew2025.06 | 100 | — | — | — | |
| IFCAData mixing=Label skew 12025.06 | 83 | — | — | — | |
| IFCAData mixing=Label skew 22025.06 | 83 | — | — | — | |
| CFL-SData mixing=Label skew 12025.06 | 71 | — | — | — | |
| IFCAData mixing=Concept shift2025.06 | 68 | — | — | — | |
| IFCAData mixing=Feature skew2025.06 | 67 | — | — | — | |
| CFL-SData mixing=Feature skew2025.06 | 48 | — | — | — | |
| CDL-CVIClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | 41 | 10 | 80 | 4 | |
| PACFLData mixing=Label skew 12025.06 | 39 | — | — | — | |
| XB indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | 38 | 10 | 77 | 4 | |
| DB indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | 37 | 9 | 76 | 4 | |
| CH indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | 35 | 11 | 74 | 4 | |
| Silhouette indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | 35 | 8 | 74 | 4 | |
| PACFLData mixing=Label skew 22025.06 | 35 | — | — | — | |
| Dunn indexClustering Algorithm=DBSCAN, Noise handling=excluded2026.06 | 34 | 7 | 73 | 4 | |
| FeSEMData mixing=Label skew 12025.06 | 18 | — | — | — | |
| FeSEMData mixing=Label skew 22025.06 | 18 | — | — | — | |
| CFL-SData mixing=Label skew 22025.06 | 0 | — | — | — | |
| FeSEMData mixing=Concept shift2025.06 | 0 | — | — | — | |
| PACFLData mixing=Concept shift2025.06 | 0 | — | — | — | |
| FeSEMData mixing=Feature skew2025.06 | 0 | — | — | — | |
| PACFLData mixing=Feature skew2025.06 | 0 | — | — | — |