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.html , 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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