HDclassif: High Dimensional Supervised Classification and Clustering
Version 2.0.2

Discriminant analysis and data clustering methods for high dimensional data, based on the assumption that high-dimensional data live in different subspaces with low dimensionality proposing a new parametrization of the Gaussian mixture model which combines the ideas of dimension reduction and constraints on the model.

Browse man pages Browse package API and functions Browse package files

AuthorLaurent Berge, Charles Bouveyron and Stephane Girard
Date of publication2016-12-20 15:48:24
MaintainerLaurent Berge <laurent.berge@uni.lu>
LicenseGPL-2
Version2.0.2
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("HDclassif")

Man pages

Crabs: Morphological Measurements on Leptograpsus Crabs.
demo_hddc: Demonstration of the clustering process of HDDC.
HDclassif-package: High Dimensional Discriminant Analysis and Data Clustering
hdda: High Dimensional Discriminant Analysis
hddc: High Dimensional Data Clustering
hdmda: Mixture Discriminant Analysis with HD Gaussians
plot.hdc: Cattell's Scree-Test for 'hdc' class objects.
predict.hdc: Prediction method for 'hdc' class objects.
predict.hdmda: Prediction method for 'hdmda' class objects.
simuldata: Gaussian Data Generation
slopeHeuristic: Slope Heuristic for HDDC objects
wine: Wine dataset

Functions

Crabs Man page
HDC_plot_criteria Source code
HDclassif Man page
HDclassif-package Man page
addCommas Source code
addCommas_single Source code
checkTheTypes Source code
default_kmeans_control Source code
demo_hddc Man page Source code
demo_hddc_acp Source code
demo_hddc_crabs Source code
hdc_getComplexity Source code
hdc_getTheModel Source code
hdc_myEigen Source code
hdclassif_bic Source code
hdclassif_dim_choice Source code
hdda Man page Source code
hdda_control Source code
hdda_prms Source code
hdda_prms_bis Source code
hddc Man page Source code
hddc_ari Source code
hddc_control Source code
hddc_e_step Source code
hddc_m_step Source code
hddc_main Source code
hdmda Man page Source code
matchTypeAndSetDefault Source code
myAlerts Source code
myCallAlerts Source code
plot.hdc Man page Source code
predict.hdc Man page Source code
predict.hdmda Man page Source code
print.hd Source code
print.hdc Source code
simuldata Man page Source code
slopeHeuristic Man page Source code
wine Man page

Files

inst
inst/CITATION
NAMESPACE
demo
demo/hddc.r
demo/HDclassif.r
demo/hdda.r
demo/00Index
data
data/Crabs.rda
data/wine.rda
R
R/controls.R
R/hdc.R
R/hdda.R
R/mdaHD.R
R/demo.R
R/hddc.R
MD5
DESCRIPTION
ChangeLog
man
man/predict.hdc.Rd
man/predict.hdmda.Rd
man/wine.Rd
man/simuldata.Rd
man/hdda.Rd
man/HDclassif-package.Rd
man/plot.hdc.Rd
man/demo_hddc.Rd
man/Crabs.Rd
man/slopeHeuristic.Rd
man/hddc.Rd
man/hdmda.Rd
HDclassif documentation built on May 20, 2017, 1 a.m.