HDclassif: High Dimensional Supervised Classification and Clustering

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.

Author
Laurent Berge, Charles Bouveyron and Stephane Girard
Date of publication
2016-08-01 17:29:43
Maintainer
Laurent Berge <laurent.berge@u-bordeaux.fr>
License
GPL-2
Version
2.0

View on CRAN

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

Files in this package

HDclassif
HDclassif/inst
HDclassif/inst/CITATION
HDclassif/NAMESPACE
HDclassif/demo
HDclassif/demo/hddc.r
HDclassif/demo/HDclassif.r
HDclassif/demo/hdda.r
HDclassif/demo/00Index
HDclassif/data
HDclassif/data/Crabs.rda
HDclassif/data/wine.rda
HDclassif/R
HDclassif/R/controls.R
HDclassif/R/hdc.R
HDclassif/R/hdda.R
HDclassif/R/mdaHD.R
HDclassif/R/demo.R
HDclassif/R/hddc.R
HDclassif/MD5
HDclassif/DESCRIPTION
HDclassif/ChangeLog
HDclassif/man
HDclassif/man/predict.hdc.Rd
HDclassif/man/predict.hdmda.Rd
HDclassif/man/wine.Rd
HDclassif/man/simuldata.Rd
HDclassif/man/hdda.Rd
HDclassif/man/HDclassif-package.Rd
HDclassif/man/plot.hdc.Rd
HDclassif/man/demo_hddc.Rd
HDclassif/man/Crabs.Rd
HDclassif/man/slopeHeuristic.Rd
HDclassif/man/hddc.Rd
HDclassif/man/hdmda.Rd