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Fast, optimal, and reproducible clustering algorithms for circular, periodic, or framed data. The algorithms introduced here are based on a core algorithm for optimal framed clustering the authors have developed (Debnath & Song 2021) <doi:10.1109/TCBB.2021.3077573>. The runtime of these algorithms is O(K N log^2 N), where K is the number of clusters and N is the number of circular data points. On a desktop computer using a single processor core, millions of data points can be grouped into a few clusters within seconds. One can apply the algorithms to characterize events along circular DNA molecules, circular RNA molecules, and circular genomes of bacteria, chloroplast, and mitochondria. One can also cluster climate data along any given longitude or latitude. Periodic data clustering can be formulated as circular clustering. The algorithms offer a general high-performance solution to circular, periodic, or framed data clustering.
Version: | 0.0.4 |
Imports: | Ckmeans.1d.dp, graphics, plotrix, Rcpp, Rdpack, stats, reshape2 |
LinkingTo: | Rcpp |
Suggests: | ape, ggplot2, knitr, rmarkdown, testthat |
Published: | 2021-07-28 |
DOI: | 10.32614/CRAN.package.OptCirClust |
Author: | Tathagata Debnath [aut], Joe Song [aut, cre] |
Maintainer: | Joe Song <joemsong at cs.nmsu.edu> |
License: | LGPL (≥ 3) |
NeedsCompilation: | yes |
Citation: | OptCirClust citation info |
Materials: | README NEWS |
In views: | Omics |
CRAN checks: | OptCirClust results |
Package source: | OptCirClust_0.0.4.tar.gz |
Windows binaries: | r-devel: OptCirClust_0.0.4.zip, r-release: OptCirClust_0.0.4.zip, r-oldrel: OptCirClust_0.0.4.zip |
macOS binaries: | r-release (arm64): OptCirClust_0.0.4.tgz, r-oldrel (arm64): OptCirClust_0.0.4.tgz, r-release (x86_64): OptCirClust_0.0.4.tgz, r-oldrel (x86_64): OptCirClust_0.0.4.tgz |
Old sources: | OptCirClust archive |
Reverse imports: | CircularSilhouette |
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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.