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Calculating silhouette information for clusters on circular or linear data using fast algorithms. These algorithms run in linear time on sorted data, in contrast to quadratic time by the definition of silhouette. When used together with the fast and optimal circular clustering method FOCC (Debnath & Song 2021) <doi:10.1109/TCBB.2021.3077573> implemented in R package 'OptCirClust', circular silhouette can be maximized to find the optimal number of circular clusters; it can also be used to estimate the period of noisy periodical data.
Version: | 0.0.1 |
Imports: | OptCirClust, Rcpp (≥ 1.0.7), Rdpack |
LinkingTo: | Rcpp |
Suggests: | cluster, ggplot2, knitr, rmarkdown, testthat (≥ 3.0.0), graphics |
Published: | 2022-04-27 |
DOI: | 10.32614/CRAN.package.CircularSilhouette |
Author: | Yinong Chen [aut], Tathagata Debnath [aut], Andrew Cai [aut], Joe Song [aut, cre] |
Maintainer: | Joe Song <joemsong at cs.nmsu.edu> |
License: | LGPL (≥ 3) |
NeedsCompilation: | yes |
Materials: | NEWS |
CRAN checks: | CircularSilhouette results |
Reference manual: | CircularSilhouette.pdf |
Vignettes: |
Circular Silhouette Examples |
Package source: | CircularSilhouette_0.0.1.tar.gz |
Windows binaries: | r-devel: CircularSilhouette_0.0.1.zip, r-release: CircularSilhouette_0.0.1.zip, r-oldrel: CircularSilhouette_0.0.1.zip |
macOS binaries: | r-release (arm64): CircularSilhouette_0.0.1.tgz, r-oldrel (arm64): CircularSilhouette_0.0.1.tgz, r-release (x86_64): CircularSilhouette_0.0.1.tgz, r-oldrel (x86_64): CircularSilhouette_0.0.1.tgz |
Reverse depends: | rid |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.