Package: BayesCVI 1.0.1

BayesCVI: Bayesian Cluster Validity Index

Algorithms for computing and generating plots with and without error bars for Bayesian cluster validity index (BCVI) (O. Preedasawakul, and N. Wiroonsri, A Bayesian Cluster Validity Index, Computational Statistics & Data Analysis, 202, 108053, 2025. <doi:10.1016/j.csda.2024.108053>) 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.

Authors:Nathakhun Wiroonsri [aut], Onthada Preedasawakul [cre, aut]

BayesCVI_1.0.1.tar.gz
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BayesCVI.pdf |BayesCVI.html
BayesCVI/json (API)
NEWS

# Install 'BayesCVI' in R:
install.packages('BayesCVI', repos = c('https://o-preedasawakul.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

21 exports 0.23 score 33 dependencies 2 scripts 192 downloads

Last updated 13 days agofrom:fe4b9ee206. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 05 2024
R-4.5-winOKSep 05 2024
R-4.5-linuxOKSep 05 2024
R-4.4-winOKSep 05 2024
R-4.4-macOKSep 05 2024
R-4.3-winOKSep 05 2024
R-4.3-macOKSep 05 2024

Exports:B_CCV.IDXB_CH.IDXB_CSL.IDXB_DB.IDXB_DI.IDXB_GC.IDXB_HF.IDXB_KPBM.IDXB_KWON.IDXB_KWON2.IDXB_PB.IDXB_PBM.IDXB_SF.IDXB_STRPBM.IDXB_TANG.IDXB_WL.IDXB_WP.IDXB_WvalidB_XB.IDXBayesCVIsplot_BCVI

Dependencies:classclicolorspacee1071fansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmclustmgcvmunsellnlmepillarpkgconfigproxyR6RColorBrewerrlangscalestibbleUniversalCVIutf8vctrsviridisLitewithr