Package: SoftClustering 2.1.3

G. Peters

SoftClustering: Soft Clustering Algorithms

It contains soft clustering algorithms, in particular approaches derived from rough set theory: Lingras & West original rough k-means, Peters' refined rough k-means, and PI rough k-means. It also contains classic k-means and a corresponding illustrative demo.

Authors:G. Peters

SoftClustering_2.1.3.tar.gz
SoftClustering_2.1.3.tar.gz(r-4.5-noble)SoftClustering_2.1.3.tar.gz(r-4.4-noble)
SoftClustering_2.1.3.tgz(r-4.4-emscripten)SoftClustering_2.1.3.tgz(r-4.3-emscripten)
SoftClustering.pdf |SoftClustering.html✨
SoftClustering/json (API)

# Install 'SoftClustering' in R:
install.packages('SoftClustering', repos = 'https://cloud.r-project.org')
Datasets:
  • DemoDataC2D2a - A small two-dimensional dataset with two clusters for demonstration purposes. See examples in the Help/Description of a function, e.g. for HardKMeansDemo().
  • initMeansC2D2a - Two-dimensional dataset with two initial cluster means for the dataset DemoDataC2D2a. See examples in the Help/Description of a function, e.g. for HardKMeansDemo().
  • initMeansC3D2a - Two-dimensional dataset with three initial cluster means for the dataset DemoDataC2D2a. See examples in the Help/Description of a function, e.g. for HardKMeansDemo().
  • initMeansC4D2a - Two-dimensional dataset with four initial cluster means for the dataset DemoDataC2D2a. See examples in the Help/Description of a function, e.g. for HardKMeansDemo().
  • initMeansC5D2a - Two-dimensional dataset with five initial cluster means for the dataset DemoDataC2D2a. See examples in the Help/Description of a function, e.g. for HardKMeansDemo().

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 218 downloads 8 exports 0 dependencies

Last updated 2 years agofrom:a1c58da02d. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 18 2025
R-4.5-linuxOKMar 18 2025
R-4.4-linuxOKMar 18 2025

Exports:createLowerMShipMatrixHardKMeansHardKMeansDemonormalizeMatrixRoughKMeans_LWRoughKMeans_PERoughKMeans_PIRoughKMeans_SHELL

Dependencies:

Citation

To cite package ‘SoftClustering’ in publications use:

Peters G (2023). SoftClustering: Soft Clustering Algorithms. R package version 2.1.3, https://CRAN.R-project.org/package=SoftClustering.

ATTENTION: This citation information has been auto-generated from the package DESCRIPTION file and may need manual editing, see ‘help("citation")’.

Corresponding BibTeX entry: 

  @Manual{,
    title = {SoftClustering: Soft Clustering Algorithms},
    author = {G. Peters},
    year = {2023},
    note = {R package version 2.1.3},
    url = {https://CRAN.R-project.org/package=SoftClustering},
  }