MajKMeans: k-Means Algorithm with a Majorization-Minimization Method

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 'MajKMeans' 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.

Getting started

Package details

AuthorSheikhi Ayyub [aut, cre], Yaghoubi Mohammad Ali [aut]
MaintainerSheikhi Ayyub <sheikhy.a@uk.ac.ir>
LicenseGPL-3
Version0.1.0
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("MajKMeans")

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MajKMeans documentation built on March 31, 2020, 5:17 p.m.