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GridOnClusters: Cluster-Preserving Multivariate Joint Grid Discretization

Discretize multivariate continuous data using a grid that captures the joint distribution via preserving clusters in the original data (Wang et al. 2020) <doi:10.1145/3388440.3412415>. Joint grid discretization is applicable as a data transformation step to prepare data for model-free inference of association, function, or causality.

Version: 0.1.0.1
Imports: Rcpp, Ckmeans.1d.dp, cluster, fossil, dqrng, mclust, Rdpack, plotrix
LinkingTo: Rcpp
Suggests: FunChisq, knitr, testthat (≥ 3.0.0), rmarkdown
Published: 2024-05-10
DOI: 10.32614/CRAN.package.GridOnClusters
Author: Jiandong Wang [aut], Sajal Kumar ORCID iD [aut], Joe Song ORCID iD [aut, cre]
Maintainer: Joe Song <joemsong at cs.nmsu.edu>
License: LGPL (≥ 3)
NeedsCompilation: yes
Citation: GridOnClusters citation info
Materials: README NEWS
CRAN checks: GridOnClusters results

Documentation:

Reference manual: GridOnClusters.pdf
Vignettes: Examples of joint grid discretization

Downloads:

Package source: GridOnClusters_0.1.0.1.tar.gz
Windows binaries: r-devel: GridOnClusters_0.1.0.1.zip, r-release: GridOnClusters_0.1.0.1.zip, r-oldrel: GridOnClusters_0.1.0.1.zip
macOS binaries: r-release (arm64): GridOnClusters_0.1.0.1.tgz, r-oldrel (arm64): GridOnClusters_0.1.0.1.tgz, r-release (x86_64): GridOnClusters_0.1.0.1.tgz, r-oldrel (x86_64): GridOnClusters_0.1.0.1.tgz
Old sources: GridOnClusters archive

Reverse dependencies:

Reverse suggests: FunChisq

Linking:

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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.