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tglkmeans: Efficient Implementation of K-Means++ Algorithm

Efficient implementation of K-Means++ algorithm. For more information see (1) "kmeans++ the advantages of the k-means++ algorithm" by David Arthur and Sergei Vassilvitskii (2007), Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms, Society for Industrial and Applied Mathematics, Philadelphia, PA, USA, pp. 1027-1035, and (2) "The Effectiveness of Lloyd-Type Methods for the k-Means Problem" by Rafail Ostrovsky, Yuval Rabani, Leonard J. Schulman and Chaitanya Swamy <doi:10.1145/2395116.2395117>.

Version: 0.5.5
Depends: R (≥ 4.0.0)
Imports: cli, doFuture, doRNG, dplyr (≥ 0.5.0), future, ggplot2 (≥ 2.2.0), magrittr, Matrix, methods, parallel (≥ 3.3.2), plyr (≥ 1.8.4), purrr (≥ 0.2.0), Rcpp (≥ 0.12.11), RcppParallel, tgstat (≥ 1.0.0), tibble (≥ 3.1.2)
LinkingTo: Rcpp, RcppParallel
Suggests: covr, knitr, rlang, rmarkdown, testthat, withr
OS_type: unix
Published: 2024-05-15
DOI: 10.32614/CRAN.package.tglkmeans
Author: Aviezer Lifshitz [aut, cre], Amos Tanay [aut], Weizmann Institute of Science [cph]
Maintainer: Aviezer Lifshitz <aviezer.lifshitz at weizmann.ac.il>
BugReports: https://github.com/tanaylab/tglkmeans/issues
License: MIT + file LICENSE
URL: https://tanaylab.github.io/tglkmeans/, https://github.com/tanaylab/tglkmeans
NeedsCompilation: yes
SystemRequirements: GNU make
Materials: README NEWS
CRAN checks: tglkmeans results

Documentation:

Reference manual: tglkmeans.pdf
Vignettes: usage

Downloads:

Package source: tglkmeans_0.5.5.tar.gz
Windows binaries: r-devel: not available, r-release: not available, r-oldrel: not available
macOS binaries: r-release (arm64): tglkmeans_0.5.5.tgz, r-oldrel (arm64): tglkmeans_0.5.5.tgz, r-release (x86_64): tglkmeans_0.5.5.tgz, r-oldrel (x86_64): tglkmeans_0.5.5.tgz
Old sources: tglkmeans archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=tglkmeans to link to this page.

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.