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Algorithms for computing and generating plots with and without error bars for Bayesian cluster validity index (BCVI) (N. Wiroonsri, O. Preedasawakul (2024) <doi:10.48550/arXiv.2402.02162>) based on several underlying cluster validity indexes (CVIs) including Calinski-Harabasz, Chou-Su-Lai, Davies-Bouldin, Dunn, Pakhira-Bandyopadhyay-Maulik, Point biserial correlation, the score function, Starczewski, and Wiroonsri indices for hard clustering, and Correlation Cluster Validity, the generalized C, HF, KWON, KWON2, Modified Pakhira-Bandyopadhyay-Maulik, Pakhira-Bandyopadhyay-Maulik, Tang, Wiroonsri-Preedasawakul, Wu-Li, and Xie-Beni indices for soft clustering. The package is compatible with K-means, fuzzy C means, EM clustering, and hierarchical clustering (single, average, and complete linkage). Though BCVI is compatible with any underlying existing CVIs, we recommend users to use either WI or WP as the underlying CVI.
Version: | 1.0.0 |
Depends: | R (≥ 2.10) |
Imports: | e1071, mclust, ggplot2, UniversalCVI |
Published: | 2024-02-26 |
DOI: | 10.32614/CRAN.package.BayesCVI |
Author: | Nathakhun Wiroonsri
|
Maintainer: | Onthada Preedasawakul <o.preedasawakul at gmail.com> |
License: | GPL (≥ 3) |
NeedsCompilation: | no |
Citation: | BayesCVI citation info |
Materials: | README NEWS |
CRAN checks: | BayesCVI results |
Reference manual: | BayesCVI.pdf |
Package source: | BayesCVI_1.0.0.tar.gz |
Windows binaries: | r-devel: BayesCVI_1.0.0.zip, r-release: BayesCVI_1.0.0.zip, r-oldrel: BayesCVI_1.0.0.zip |
macOS binaries: | r-release (arm64): BayesCVI_1.0.0.tgz, r-oldrel (arm64): BayesCVI_1.0.0.tgz, r-release (x86_64): BayesCVI_1.0.0.tgz, r-oldrel (x86_64): BayesCVI_1.0.0.tgz |
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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.
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