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An improved implementation (based on k-nearest neighbors) of the density peak clustering algorithm, originally described by Alex Rodriguez and Alessandro Laio (Science, 2014 vol. 344). It can handle large datasets (> 100,000 samples) very efficiently. It was initially implemented by Thomas Lin Pedersen, with inputs from Sean Hughes and later improved by Xiaojie Qiu to handle large datasets with kNNs.
Version: | 0.3.3 |
Imports: | FNN, ggplot2, ggrepel, grDevices, gridExtra, RColorBrewer, Rtsne |
LinkingTo: | cpp11 |
Suggests: | covr, testthat |
Published: | 2024-01-29 |
DOI: | 10.32614/CRAN.package.densityClust |
Author: | Thomas Lin Pedersen [aut, cre], Sean Hughes [aut], Xiaojie Qiu [aut] |
Maintainer: | Thomas Lin Pedersen <thomasp85 at gmail.com> |
BugReports: | https://github.com/thomasp85/densityClust/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/thomasp85/densityClust |
NeedsCompilation: | yes |
Materials: | README NEWS |
CRAN checks: | densityClust results |
Reference manual: | densityClust.pdf |
Package source: | densityClust_0.3.3.tar.gz |
Windows binaries: | r-devel: densityClust_0.3.3.zip, r-release: densityClust_0.3.3.zip, r-oldrel: densityClust_0.3.3.zip |
macOS binaries: | r-release (arm64): densityClust_0.3.3.tgz, r-oldrel (arm64): densityClust_0.3.3.tgz, r-release (x86_64): densityClust_0.3.3.tgz, r-oldrel (x86_64): densityClust_0.3.3.tgz |
Old sources: | densityClust archive |
Reverse suggests: | FCPS |
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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.