R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
robustfa
View on CRAN: Click
here
Download and install robustfa package within the R console
Install from CRAN:
install.packages("robustfa")
Install from Github:
library("remotes")
install_github("cran/robustfa")
Install by package version:
library("remotes")
install_version("robustfa", "1.1-0")
Attach the package and use:
library("robustfa")
Maintained by
Frederic Bertrand
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.robustfa . robustfa results . robustfa.pdf . robustfa_1.1-0.tar.gz . robustfa_1.1-0.zip . robustfa_1.1-0.zip . robustfa_1.1-0.zip . robustfa_1.1-0.tgz . robustfa_1.1-0.tgz . robustfa_1.1-0.tgz . robustfa_1.1-0.tgz . robustfa archive . https://CRAN.R-project.org/package=robustfa .
First Published: 2012-03-12
Latest Update: 2023-04-16
Description:
Outliers virtually exist in any datasets of any application field.
To avoid the impact of outliers, we need to use robust estimators.
Classical estimators of multivariate mean and covariance matrix are
the sample mean and the sample covariance matrix. Outliers will
affect the sample mean and the sample covariance matrix, and thus
they will affect the classical factor analysis which depends on
the classical estimators (Pison, G., Rousseeuw, P.J., Filzmoser,
P. and Croux, C. (2003) ).
So it is necessary to use the robust estimators of the sample
mean and the sample covariance matrix. There are several robust
estimators in the literature: Minimum Covariance Determinant estimator,
Orthogonalized Gnanadesikan-Kettenring, Minimum Volume Ellipsoid,
M, S, and Stahel-Donoho.
The most direct way to make multivariate analysis more robust is to replace
the sample mean and the sample covariance matrix of the classical estimators
to robust estimators (Maronna, R.A., Martin, D. and Yohai, V. (2006)
) (Todorov, V. and Filzmoser, P. (2009)
), which is our choice of robust factor
analysis. We created an object oriented solution for robust factor
analysis based on new S4 classes.
How to cite:
Frederic Bertrand (2012). robustfa: Object Oriented Solution for Robust Factor Analysis. R package version 1.1-0, https://cran.r-project.org/web/packages/robustfa. Accessed 23 Apr. 2025.
Previous versions and publish date:
Other packages that cited robustfa R package
View robustfa citation profile
Other R packages that robustfa depends,
imports, suggests or enhances
Complete documentation for robustfa
Functions, R codes and Examples using
the robustfa R package
Some associated functions: Fa-class . FaClassic-class . FaClassic . FaCov-class . FaCov . FaRobust-class . SummaryFa-class . Ulogical-class . Unumeric-class . computeScores . compute_cov_cor . detail . factorScorePca . factorScorePfa . fsOrder . getCenter-methods . getEigenvalues-methods . getFa-methods . getLoadings-methods . getQuan-methods . getScores-methods . getSdev-methods . myFaPrint . myplotDD . plot-methods . predict-methods . print-methods . robustfa-package . stock611 . summary-methods .
Some associated R codes: AllClasses.R . AllGenerics.R . Fa.R . FaClassic.R . FaCov.R . factorScorePca.R . factorScorePfa.R . fsOrder.R . plot-utils.R . robustfa.R . utils.R . Full robustfa package functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
miCoPTCM
Fits Semiparametric Promotion Time Cure Models, taking into account (using a
corrected score approa ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Aurelie Bertrand (view profile)
BLRShiny2
An interactive document on the topic of binary logistic regression analysis using 'rmarkdown' and ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Kartikeya Bolar (view profile)
nextGenShinyApps
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
pkgndep
A new metric named 'dependency heaviness' is proposed that measures the number
of additional depend ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Zuguang Gu (view profile)
GenomeAdapt
Portable, scalable and highly computationally efficient tool for detecting signatures of local adapt ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Xinghu Qin (view profile)
rwt
Provides a set of functions for 1D and 2D wavelet and filterbank design analysis and processing. Fun ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: P. Roebuck (view profile)
24,098
R Packages
207,311
Dependencies
65,069
Author Associations
24,099
Publication Badges
