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Dunn Index×Silueta koeficijent×
OblastEvaluacija modelaEvaluacija modela
PorodicaMCDMMCDM
Godina nastanka19741987
TvoracJoseph C. DunnPeter Rousseeuw
TipCluster quality metricCluster quality metric
Temeljni izvorDunn, J. C. (1974). Well-separated clusters and optimal fuzzy partitions. Journal of Cybernetics, 4(1), 95-104. DOI ↗Rousseeuw, P. J. (1987). Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics, 20, 53-65. DOI ↗
Drugi naziviDunn's index, separation coefficientsilhouette coefficient, silhouette index
Srodne55
SažetakThe Dunn Index, introduced by Joseph C. Dunn in 1974, is a metric that captures cluster quality by measuring the ratio of the minimum between-cluster distance to the maximum within-cluster diameter. Higher values indicate well-separated and compact clusters, with better clustering quality.The Silhouette Coefficient, introduced by Peter Rousseeuw in 1987, is a metric that measures how similar an object is to its own cluster compared to other clusters. It ranges from -1 to 1, where values close to 1 indicate well-separated and cohesive clusters, values near 0 suggest overlapping clusters, and negative values indicate misclustered points.
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ScholarGateUporedite metode: Dunn Index · Silhouette Score. Preuzeto 2026-06-19 sa https://scholargate.app/sr/compare