Silhouette
Proximity Measure Based Diagnostics for Standard, Soft, and Multi-Way Clustering
Quantifies clustering quality by measuring both cohesion within clusters and separation between clusters. Implements advanced silhouette width computations for diverse clustering structures, including: simplified silhouette (Van der Laan et al., 2003) <doi:10.1080/0094965031000136012>, Probability of Alternative Cluster normalization methods (Raymaekers & Rousseeuw, 2022) <doi:10.1080/10618600.2022.2050249>, fuzzy clustering and silhouette diagnostics using membership probabilities (Campello & Hruschka, 2006; Menardi, 2011; Bhat & Kiruthika, 2024) <doi:10.1016/j.fss.2006.07.006>, <doi:10.1007/s11222-010-9169-0>, <doi:10.1080/23737484.2024.2408534>, and multi-way clustering extensions such as block and tensor clustering (Schepers et al., 2008; Bhat & Kiruthika, 2025) <doi:10.1007/s00357-008-9005-9>, <doi:10.21203/rs.3.rs-6973596/v1>. Provides tools for computation and visualization (Rousseeuw, 1987) <doi:10.1016/0377-0427(87)90125-7> to support robust and reproducible cluster diagnostics across standard, soft, and multi-way clustering settings.
Versions across snapshots
| Version | Repository | File | Size |
|---|---|---|---|
0.9.6 |
rolling linux/jammy R-4.5 | Silhouette_0.9.6.tar.gz |
421.7 KiB |
0.9.6 |
rolling linux/noble R-4.5 | Silhouette_0.9.6.tar.gz |
421.7 KiB |
0.9.6 |
rolling source/ R- | Silhouette_0.9.6.tar.gz |
334.2 KiB |
0.9.6 |
latest linux/jammy R-4.5 | Silhouette_0.9.6.tar.gz |
421.7 KiB |
0.9.6 |
latest linux/noble R-4.5 | Silhouette_0.9.6.tar.gz |
421.7 KiB |
0.9.6 |
latest source/ R- | Silhouette_0.9.6.tar.gz |
334.2 KiB |
0.9.6 |
2026-04-26 source/ R- | Silhouette_0.9.6.tar.gz |
334.2 KiB |
0.9.6 |
2026-04-23 source/ R- | Silhouette_0.9.6.tar.gz |
334.2 KiB |
0.9.6 |
2026-04-09 windows/windows R-4.5 | Silhouette_0.9.6.zip |
425.1 KiB |