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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 |
Reference manual: | tglkmeans.pdf |
Vignettes: |
usage |
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 |
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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.