High Dimensional Supervised Classification and Clustering
Overview
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.
- Fix how to compute the posterior of
hdmdaobjects in the presence of large values (ie improve numerical stability).
From inst/NEWS.Rd in the release
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK14 OK2026-03-10
Documentation
- Help pages
- 13includes a package overview page
- Examples that run
- 100%10 run in a plain check
- Exported functions with examples
- 86%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 69%
Also includes 3 demo scripts (run with demo())
Downloads
Dependencies
Installing HDclassif adds 4 packages (3 with compiled code, 3.6 MB of source tarballs). Heaviest: Rcpp 1.8 MB, RcppEigen 1.7 MB, RSpectra 125 KB.
Code & Tests
Datasets
People & History
Maintainer since 1.0 (2010)
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- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- 2.2.2Latest
- RR 4.4.0 released · 2024-04-24
- 2.2.12023-08-23 · diff ↗
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- 2.2.0
- RR 3.6.0 released · 2019-04-26
- 2.1.02018-05-11 · diff ↗
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- 2.0.22016-12-20 · diff ↗
- 2.0
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- RR 3.3.0 released · 2016-05-03
- 1.3
- RR 3.2.0 released · 2015-04-16
- 1.2.32015-02-16 · diff ↗
- RR 3.1.0 released · 2014-04-10
- RR 3.0.0 released · 2013-04-03
- 1.2.22013-01-08 · diff ↗
- RR 2.15.0 released · 2012-03-30
- 1.2.12012-01-08 · diff ↗
- RR 2.14.0 released · 2011-10-31
- 1.22011-08-04 · diff ↗
- RR 2.13.0 released · 2011-04-13
- 1.1.32011-04-12 · diff ↗
- 1.1.22011-02-10 · diff ↗
- 1.1.12010-12-20 · diff ↗
- 1.1
- RR 2.12.0 released · 2010-10-15
- 1.02010-07-26
- RR 2.11.0 released · 2010-04-22
Package metadata
- First published
- 2010-07-26
- Total releases
- 16 / 16 yrs
- License
- GPL-2 OSI
- Bundled data
- 6.9 KB / 2 files
- Download size
- 60 KB
Cite
Cite this package
Run in R for the authors' entry:
citation("HDclassif")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.18637/jss.v046.i06.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-20, which the citation names so these numbers can be found later. More on citing and the projects behind them.