Package: HDclassif 2.2.1

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.

Authors:Laurent Berge, Charles Bouveyron and Stephane Girard

HDclassif_2.2.1.tar.gz
HDclassif_2.2.1.zip(r-4.7)HDclassif_2.2.1.zip(r-4.6)HDclassif_2.2.1.zip(r-4.5)
HDclassif_2.2.1.tgz(r-4.6-any)HDclassif_2.2.1.tgz(r-4.5-any)
HDclassif_2.2.1.tar.gz(r-4.7-any)HDclassif_2.2.1.tar.gz(r-4.6-any)
HDclassif_2.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
HDclassif/json (API)
NEWS

# Install 'HDclassif' in R:

install.packages('HDclassif', repos = c('https://lrberge.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/lrberge/hdclassif/issues

Datasets:

Crabs - Morphological Measurements on Leptograpsus Crabs.
wine - Wine dataset

On CRAN:

4.70 score 1 stars 1 packages 112 scripts 705 downloads 3 mentions 8 exports 7 dependencies

Last updated from:994b47ae43. Checks:7 NOTE, 2 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	NOTE	173
source / vignettes	OK	151
linux-release-x86_64	NOTE	128
macos-release-arm64	NOTE	145
macos-oldrel-arm64	NOTE	126
windows-devel	NOTE	100
windows-release	NOTE	104
windows-oldrel	NOTE	99
wasm-release	OK	93

Exports:demo_hddc getHDclassif.show hdda hddc hdmda setHDclassif.show simuldata slopeHeuristic

Dependencies:lattice MASS Matrix rARPACK Rcpp RcppEigen RSpectra

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
High Dimensional Discriminant Analysis and Data Clustering	HDclassif-package HDclassif
Morphological Measurements on Leptograpsus Crabs.	Crabs
Demonstration of the clustering process of HDDC.	demo_hddc
High Dimensional Discriminant Analysis	hdda
High Dimensional Data Clustering	hddc
Mixture Discriminant Analysis with HD Gaussians	hdmda
Cattell's Scree-Test for 'hdc' class objects.	plot.hdc
Prediction method for 'hdc' class objects.	predict.hdc
Prediction method for 'hdmda' class objects.	predict.hdmda
Sets/gets the default 'show' argument in HDDC and HDDA	getHDclassif.show setHDclassif.show
Gaussian Data Generation	simuldata
Slope Heuristic for HDDC objects	slopeHeuristic
Wine dataset	wine