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Skor Siluet×Indeks Dunn×
BidangPenilaian ModelPenilaian Model
KeluargaMCDMMCDM
Tahun asal19871974
PengasasPeter RousseeuwJoseph C. Dunn
JenisCluster quality metricCluster quality metric
Sumber perintisRousseeuw, 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 ↗Dunn, J. C. (1974). Well-separated clusters and optimal fuzzy partitions. Journal of Cybernetics, 4(1), 95-104. DOI ↗
Aliassilhouette coefficient, silhouette indexDunn's index, separation coefficient
Berkaitan55
RingkasanThe 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.The 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.
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ScholarGateBandingkan kaedah: Silhouette Score · Dunn Index. Dicapai 2026-06-19 daripada https://scholargate.app/ms/compare