SoftClustering: Soft Clustering Algorithms

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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.

Author
G. Peters (Ed.)
Date of publication
2015-02-10 13:36:07
Maintainer
G. Peters <peters.projects@outlook.com>
License
GPL-2
Version
1.1502

View on CRAN

Man pages

createLowerMShipMatrix
Create Lower Approximation
datatypeInteger
Rough k-Means Plotting
DemoDataC2D2a
A Simple Data Set
HardKMeans
Hard k-Means
HardKMeansDemo
Hard k-Means Demo
initializeMeansMatrix
Initialize Means Matrix
initMeansC2D2a
Initial Means (2 Clusters)
initMeansC3D2a
Initial Means (3 Clusters)
initMeansC4D2a
Initial Means (4 Clusters)
initMeansC5D2a
Initial Means (5 Clusters)
normalizeMatrix
Matrix Normalization
plotRoughKMeans
Rough k-Means Plotting
RoughKMeans_LW
Lingras & West's Rough k-Means
RoughKMeans_PE
Peters' Rough k-Means
RoughKMeans_PI
'PI' Rough k-Means
RoughKMeans_SHELL
Rough k-Means Shell

Files in this package

SoftClustering
SoftClustering/NAMESPACE
SoftClustering/data
SoftClustering/data/initMeansC2D2a.txt
SoftClustering/data/initMeansC4D2a.txt
SoftClustering/data/initMeansC5D2a.txt
SoftClustering/data/initMeansC3D2a.txt
SoftClustering/data/DemoDataC2D2a.txt
SoftClustering/R
SoftClustering/R/RoughClustering.r
SoftClustering/R/HardkMeansDemo.r
SoftClustering/MD5
SoftClustering/DESCRIPTION
SoftClustering/man
SoftClustering/man/HardKMeans.Rd
SoftClustering/man/RoughKMeans_SHELL.Rd
SoftClustering/man/initializeMeansMatrix.Rd
SoftClustering/man/initMeansC4D2a.Rd
SoftClustering/man/RoughKMeans_LW.Rd
SoftClustering/man/initMeansC5D2a.Rd
SoftClustering/man/initMeansC3D2a.Rd
SoftClustering/man/normalizeMatrix.Rd
SoftClustering/man/RoughKMeans_PE.Rd
SoftClustering/man/plotRoughKMeans.Rd
SoftClustering/man/initMeansC2D2a.Rd
SoftClustering/man/RoughKMeans_PI.Rd
SoftClustering/man/HardKMeansDemo.Rd
SoftClustering/man/datatypeInteger.Rd
SoftClustering/man/createLowerMShipMatrix.Rd
SoftClustering/man/DemoDataC2D2a.Rd