Package: MajMinKmeans
Type: Package
Title: k-Means Algorithm with a Majorization-Minimization Method
Version: 0.1.0
Authors@R: c(person("Sheikhi", "Ayyub", email = "sheikhy.a@uk.ac.ir", role = c("aut", "cre")),
             person("Yaghoobi", "Mohammad Ali", email = "yaghoobi@uk.ac.ir", role = "aut"))
Maintainer: Sheikhi Ayyub  <sheikhy.a@uk.ac.ir>
Description: A hybrid of the K-means algorithm and a Majorization-Minimization method to introduce a robust clustering. The reference paper is: Julien Mairal, (2015) <doi:10.1137/140957639>. The two most important functions in package 'MajMinKmeans' are cluster_km() and cluster_MajKm(). Cluster_km() clusters data without Majorization-Minimization and cluster_MajKm() clusters data with Majorization-Minimization method. Both of these functions calculate the sum of squares (SS) of clustering. Another useful function is MajMinOptim(), which helps to find the optimum values of the Majorization-Minimization estimator.
Imports: MASS
License: GPL-3
Encoding: UTF-8
RoxygenNote: 7.3.1
NeedsCompilation: no
Packaged: 2024-05-16 04:24:18 UTC; macbook
Author: Sheikhi Ayyub [aut, cre],
  Yaghoobi Mohammad Ali [aut]
Repository: CRAN
Date/Publication: 2024-05-17 09:20:09 UTC
Built: R 4.5.0; ; 2025-04-01 03:00:23 UTC; unix
