Hierarchical Agglomerative Clustering on Wine
0.95Dendrogram PurityH-KC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| H-KCparadigm=DHC2026.01 | 0.95 | — | — | — | — | — | — | |
| SpecWRSCparadigm=DHC2026.01 | 0.95 | — | — | — | — | — | — | |
| SCCparadigm=AHC2026.01 | 0.95 | — | — | — | — | — | — | |
| HypCSE2025.11 | 0.939 | — | — | — | — | — | 3.496 | |
| SpecWRSC2025.11 | 0.935 | — | — | — | — | — | 3.441 | |
| FPH2025.11 | 0.928 | — | — | — | — | — | 3.102 | |
| DPClusterHSBM2025.11 | 0.895 | — | — | — | — | — | 3.404 | |
| HypHC2025.11 | 0.887 | — | — | — | — | — | 3.692 | |
| BKM2025.11 | 0.861 | — | — | — | — | — | 3.698 | |
| Bisect-Kmeansparadigm=DHC2026.01 | 0.84 | — | — | — | — | — | — | |
| HDPparadigm=DHC2026.01 | 0.83 | — | — | — | — | — | — | |
| UFit2025.11 | 0.789 | — | — | — | — | — | 3.67 | |
| HCSE2025.11 | 0.711 | — | — | — | — | — | 3.819 | |
| SingleLinkage2025.11 | 0.679 | — | — | — | — | — | 3.909 | |
| SCCsim2022.06 | 0.63 | 0.374 | 0.4 | 27,095 | — | — | — | |
| ParHACepsilon=0.12022.06 | 0.623 | 0.401 | 0.409 | 29,093 | — | — | — | |
| Sci-Avglinkage=Average2022.06 | 0.62 | 0.352 | 0.428 | 26,983 | — | — | — | |
| ParHACepsilon=02022.06 | 0.619 | 0.401 | 0.409 | 29,114 | — | — | — | |
| Affinity2022.06 | 0.616 | 0.416 | 0.426 | 29,468 | — | — | — | |
| Sci-Wardlinkage=Ward2022.06 | 0.616 | 0.368 | 0.428 | 26,981 | — | — | — | |
| Sci-Completelinkage=Complete2022.06 | 0.607 | 0.371 | 0.428 | 27,324 | — | — | — | |
| RAC and SeqHACepsilon=02022.06 | 0.605 | 0.401 | 0.394 | 29,114 | — | — | — | |
| SeqHACepsilon=0.12022.06 | 0.605 | 0.401 | 0.394 | 29,114 | — | — | — | |
| Sci-Singlelinkage=Single2022.06 | 0.584 | 0.298 | 0.41 | 27,891 | — | — | — | |
| HDBSCAN2025.11 | 0.535 | — | — | — | — | — | 4.68 | |
| DIANAparadigm=DHC2026.01 | 0.42 | — | — | — | — | — | — | |
| Average linkageLinkage Function=Average, Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.424 | 0.645 | — | |
| BKM2025.11 | — | — | — | 54,693.242 | — | — | — | |
| Centroid linkageLinkage Function=Centroid, Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.424 | 0.645 | — | |
| ChLinkage Function=Chamfer (Ch), Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.424 | 0.645 | — | |
| Ch_NLinkage Function=Chamfer (Ch_N), Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.424 | 0.645 | — | |
| Ch_NSLinkage Function=Chamfer (Ch_NS), Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.413 | 0.67 | — | |
| Ch_SLinkage Function=Chamfer (Ch_S), Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.425 | 0.645 | — | |
| Complete linkageLinkage Function=Complete, Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.436 | 0.637 | — | |
| DPClusterHSBMprivacy=edge-level differential private2025.11 | — | — | — | 51,149.127 | — | — | — | |
| FPH2025.11 | — | — | — | 43,690.747 | — | — | — | |
| HCSEoperator=Stretching, tree type=binary partitioning2025.11 | — | — | — | 58,347.563 | — | — | — | |
| HDBSCAN2025.11 | — | — | — | 95,907.829 | — | — | — | |
| HypCSE2025.11 | — | — | — | 47,499.454 | — | — | — | |
| HypHCdecoding=greedy top-down2025.11 | — | — | — | 50,855.89 | — | — | — | |
| Single linkageLinkage Function=Single, Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.39 | 0.617 | — | |
| SingleLinkage2025.11 | — | — | — | 67,920.236 | — | — | — | |
| SpecWRSC2025.11 | — | — | — | 47,293.848 | — | — | — | |
| UFit2025.11 | — | — | — | 56,666.424 | — | — | — | |
| Ward's linkageLinkage Function=Ward's, Merge Order Protocol=Best of three2026.02 | — | — | — | — | 0.424 | 0.645 | — |