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ClusTorus: Prediction and Clustering on the Torus by Conformal Prediction

Provides various tools of for clustering multivariate angular data on the torus. The package provides angular adaptations of usual clustering methods such as the k-means clustering, pairwise angular distances, which can be used as an input for distance-based clustering algorithms, and implements clustering based on the conformal prediction framework. Options for the conformal scores include scores based on a kernel density estimate, multivariate von Mises mixtures, and naive k-means clusters. Moreover, the package provides some basic data handling tools for angular data.

Version: 0.2.2
Depends: R (≥ 3.6.0)
Imports: BAMBI, igraph, purrr, ggplot2, rlang, stats, utils, cowplot
Suggests: knitr, rmarkdown, tidyverse
Published: 2022-01-04
DOI: 10.32614/CRAN.package.ClusTorus
Author: Sungkyu Jung [aut, cph], Seungki Hong [aut, cre], Kiho Park [ctb], Byungwon Kim [ctb]
Maintainer: Seungki Hong <skgaboja at snu.ac.kr>
BugReports: https://github.com/sungkyujung/ClusTorus/issues
License: GPL-3
URL: https://github.com/sungkyujung/ClusTorus
NeedsCompilation: no
CRAN checks: ClusTorus results

Documentation:

Reference manual: ClusTorus.pdf
Vignettes: Introduction to ClusTorus

Downloads:

Package source: ClusTorus_0.2.2.tar.gz
Windows binaries: r-devel: ClusTorus_0.2.2.zip, r-release: ClusTorus_0.2.2.zip, r-oldrel: ClusTorus_0.2.2.zip
macOS binaries: r-release (arm64): ClusTorus_0.2.2.tgz, r-oldrel (arm64): ClusTorus_0.2.2.tgz, r-release (x86_64): ClusTorus_0.2.2.tgz, r-oldrel (x86_64): ClusTorus_0.2.2.tgz
Old sources: ClusTorus archive

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.