otrimle: Robust Model-Based Clustering
Version 0.4

Performs robust cluster analysis allowing for outliers and noise that cannot be fitted by any cluster. The data are modelled by a mixture of Gaussian distributions and a noise component, which is an improper uniform distribution covering the whole Euclidean space. Parameters are estimated by (pseudo) maximum likelihood. This is fitted by a EM-type algorithm. See Coretto and Hennig (2015) , and Coretto and Hennig (2016) .

AuthorPietro Coretto [aut, cre], Christian Hennig [aut]
Date of publication2016-11-30 14:55:24
MaintainerPietro Coretto <pcoretto@unisa.it>
LicenseGPL (>= 2)
Version0.4
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("otrimle")

Popular man pages

banknote: Swiss Banknotes Data
InitClust: Robust Initilization for Model-based Clustering Methods
otrimle: Optimally Tuned Robust Improper Maximum Likelihood Clustering
plot.otrimle: Plot Methods for OTRIMLE Objects
plot.rimle: Plot Methods for RIMLE Objects
rimle: Robust Improper Maximum Likelihood Clustering
See all...

All man pages Function index File listing

Man pages

banknote: Swiss Banknotes Data
InitClust: Robust Initilization for Model-based Clustering Methods
otrimle: Optimally Tuned Robust Improper Maximum Likelihood Clustering
plot.otrimle: Plot Methods for OTRIMLE Objects
plot.rimle: Plot Methods for RIMLE Objects
rimle: Robust Improper Maximum Likelihood Clustering

Functions

Cluster2Assign Source code
CountUniqueRows Source code
EMa Source code
EMb Source code
EqERC Source code
EqNPC Source code
GssERC Source code
InitClust Man page Source code
OtrimleCols Source code
PlotOtrimleClustering Source code
PlotOtrimleFit Source code
PlotOtrimleIloglik Source code
PlotOtrimleOptimization Source code
banknote Man page
otrimle Man page Source code
plot.otrimle Man page Source code
plot.rimle Man page Source code
print.otrimle Man page Source code
print.rimle Man page Source code
rimle Man page Source code
rwhich.max Source code
rwhich.min Source code
wecdf Source code
wecdf_aux Source code

Files

NAMESPACE
data
data/banknote.rda
R
R/initialization.R
R/plotting.R
R/rimle.R
R/EMb.R
R/otrimle.R
R/EMa.R
R/misc.R
R/constraints.R
MD5
DESCRIPTION
man
man/otrimle.Rd
man/plot.otrimle.Rd
man/InitClust.Rd
man/rimle.Rd
man/banknote.Rd
man/plot.rimle.Rd
otrimle documentation built on May 19, 2017, 10:28 a.m.

Questions? Problems? Suggestions? Tweet to @rdrrHQ or email at ian@mutexlabs.com.

Please suggest features or report bugs in the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.