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Hcluster also provides algorithms for clustering, including, linkage, single, complete, average, median, and Ward's method.
We note that complete linkage significantly outperforms other linkage clustering algorithms: nearest neighbor linkage (single linkage) got a CH index of 14,042 and average neighbor linkage got 23,512.
Average linkage, complete linkage, single linkage, neighbor joining [ 120] and UPGMA [ 121] are the most widely used methods.
Seven hierarchical clustering algorithms have been tested: average linkage, complete linkage, median linkage, McQuitty, centroid linkage, single linkage and Ward minimum variance [ 83].
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Of the 411 linkage single-nucleotide polymorphisms (SNPs) reported for grain amaranths, 355 SNPs (86%) are represented in the scaffolds and 74% of the 8.6 billion bases of the sequenced transcriptome map to the genomic scaffolds.
Among the major linkages (single, complete, average, centroid, median, and Ward's), only single-link distance has this property.
Replicate samples consisting of just 10 arrays surprisingly find the correct network 32 38% of the time, with 30 40% of the errors being additional linkages, single linkage removal, or single linkage reversals.
Baker [13] investigated the impact of observational errors on the dendrograms produced by the complete linkage and single linkage hierarchical grouping techniques.
Ferreira and Hitchcock [20] compared the performance of four major hierarchical methods (single linkage, complete linkage, average linkage and Ward's method) for clustering functional data.
Blashfield [16] compared four types of hierarchical clustering methods (single linkage, complete linkage, average linkage and Ward's method) for accuracy in recovery of original population clusters.
The cluster analyses using the single linkage, complete linkage, and average linkage methods did not produce clinically interpretable results.
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