OptCirClust: Circular, Periodic, or Framed Data Clustering: Fast, Optimal, and Reproducible

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 ORCID iD [aut], Joe Song ORCID iD [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


Reference manual: OptCirClust.pdf
Vignettes: Circular genome clustering
Performance of three circular data clustering algorithms
Tutorial on optimal circular clustering
Tutorial on optimal framed clustering


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 dependencies:

Reverse imports: CircularSilhouette


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