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Ckmeans.1d.dp: Optimal k-means Clustering in One Dimension by Dynamic Programming

The heuristic k-means algorithm, widely used for cluster analysis, does not guarantee optimality. We developed a dynamic programming algorithm for optimal one-dimensional clustering. The algorithm is implemented as an R package called Ckmeans.1d.dp. We demonstrate its advantage in optimality and run...

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Détails bibliographiques
Publié dans:R J
Auteurs principaux: Wang, Haizhou, Song, Mingzhou
Format: Artigo
Langue:Inglês
Publié: 2011
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC5148156/
https://ncbi.nlm.nih.gov/pubmed/27942416
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