Other packages > Find by keyword >

cauchypca  

Robust Principal Component Analysis Using the Cauchy Distribution
View on CRAN: Click here


Download and install cauchypca package within the R console
Install from CRAN:
install.packages("cauchypca")

Install from Github:
library("remotes")
install_github("cran/cauchypca")

Install by package version:
library("remotes")
install_version("cauchypca", "1.4")



Attach the package and use:
library("cauchypca")
Maintained by
Michail Tsagris
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-11-09
Latest Update: 2024-01-24
Description:
A new robust principal component analysis algorithm is implemented that relies upon the Cauchy Distribution. The algorithm is suitable for high dimensional data even if the sample size is less than the number of variables. The methodology is described in this paper: Fayomi A., Pantazis Y., Tsagris M. and Wood A.T.A. (2024). "Cauchy robust principal component analysis with applications to high-dimensional data sets". Statistics and Computing, 34: 26. .
How to cite:
Michail Tsagris (2022). cauchypca: Robust Principal Component Analysis Using the Cauchy Distribution. R package version 1.4, https://cran.r-project.org/web/packages/cauchypca. Accessed 06 Nov. 2026.
Previous versions and publish date:
(2026-07-09 07:24), 1.0 (2022-11-09 16:50), 1.1 (2023-09-15 01:50), 1.2 (2023-10-22 14:40), 1.3 (2024-01-24 20:50)
Other packages that cited cauchypca R package
View cauchypca citation profile
Other R packages that cauchypca depends, imports, suggests or enhances
Complete documentation for cauchypca
Functions, R codes and Examples using the cauchypca R package
Some associated functions: cauchy.mle . cauchy.pca . cauchypca-package . 
Some associated R codes: cauchy.mle.R . cauchy.pca.R . onAttach.R .  Full cauchypca package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
syn  
Creates Synonyms From Target Words
Generates synonyms from a given word drawing from a synonym list from the 'moby' project < ...
Download / Learn more Package Citations See dependency  
SimDissolution  
Modeling and Assessing Similarity of Drug Dissolutions Profiles
Implementation of a model-based bootstrap approach for testing whether two formulations are similar. ...
Download / Learn more Package Citations See dependency  
seAMLess  
A Single Cell Transcriptomics Based Deconvolution Pipeline for Leukemia
Given a bulk transcriptomic (RNA-seq) sample of an Myeloid Leukemia patient calculates immune compos ...
Download / Learn more Package Citations See dependency  
queryup  
Query the 'UniProtKB' REST API
Retrieve protein information from the 'UniProtKB' REST API (see ...
Download / Learn more Package Citations See dependency  
rgen  
Random Sampling Distribution C++ Routines for Armadillo
Provides popular sampling distributions C++ routines based in armadillo through a header file appro ...
Download / Learn more Package Citations See dependency  

29,315

R Packages

247,686

Dependencies

77,531

Author Associations

29,316

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA