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Indeks Calinski-Harabasz×Davies-Bouldin indeks×Dunn-ov indeks×
PodručjeEvaluacija modelaEvaluacija modelaEvaluacija modela
ObiteljMCDMMCDMMCDM
Godina nastanka197419791974
TvoracTadeusz Calinski, Jerzy HarabaszDavid L. Davies, Donald W. BouldinJoseph C. Dunn
VrstaCluster quality metricCluster quality metricCluster quality metric
Temeljni izvorCalinski, T., & Harabasz, J. (1974). A dendrite method for cluster analysis. Communications in Statistics, 3(1), 1-27. DOI ↗Davies, D. L., & Bouldin, D. W. (1979). A cluster separation measure. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1(2), 224-227. DOI ↗Dunn, J. C. (1974). Well-separated clusters and optimal fuzzy partitions. Journal of Cybernetics, 4(1), 95-104. DOI ↗
Drugi nazivivariance ratio criterion, pseudo F-statistic, CH indexDBI, Davies Bouldin indexDunn's index, separation coefficient
Srodne555
SažetakThe Calinski-Harabasz Index, also called the Variance Ratio Criterion, was introduced by Calinski and Harabasz in 1974. It is a metric that measures the ratio of between-cluster variance to within-cluster variance, adjusted for the number of clusters and data points. Higher values indicate better-separated, more compact clusters.The Davies-Bouldin Index, introduced by Davies and Bouldin in 1979, is a metric for evaluating clustering quality based on the average similarity between each cluster and its most similar neighboring cluster. Lower values indicate better clustering, with a minimum of 0 representing perfectly separated, non-overlapping clusters.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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ScholarGateUsporedite metode: Calinski-Harabasz Index · Davies-Bouldin Index · Dunn Index. Preuzeto 2026-06-20 s https://scholargate.app/hr/compare