Other packages > Find by keyword >

FADA  

Variable Selection for Supervised Classification in High Dimension
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("FADA", "1.3.5")



Attach the package and use:
library("FADA")
Maintained by
David Causeur
[Scholar Profile | Author Map]
First Published: 2014-07-10
Latest Update: 2019-12-10
Description:
The functions provided in the FADA (Factor Adjusted Discriminant Analysis) package aim at performing supervised classification of high-dimensional and correlated profiles. The procedure combines a decorrelation step based on a factor modeling of the dependence among covariates and a classification method. The available methods are Lasso regularized logistic model (see Friedman et al. (2010)), sparse linear discriminant analysis (see Clemmensen et al. (2011)), shrinkage linear and diagonal discriminant analysis (see M. Ahdesmaki et al. (2010)). More methods of classification can be used on the decorrelated data provided by the package FADA.
How to cite:
David Causeur (2014). FADA: Variable Selection for Supervised Classification in High Dimension. R package version 1.3.5, https://cran.r-project.org/web/packages/FADA. Accessed 29 Mar. 2025.
Previous versions and publish date:
1.0 (2014-07-10 16:42), 1.1 (2014-09-01 12:59), 1.2 (2014-10-14 09:26), 1.3.1 (2016-05-07 00:48), 1.3.2 (2016-05-20 22:36), 1.3.3 (2018-02-07 12:27), 1.3.4 (2019-04-19 16:50)
Other packages that cited FADA R package
View FADA citation profile
Other R packages that FADA depends, imports, suggests or enhances
Complete documentation for FADA
Functions, R codes and Examples using the FADA R package
Some associated functions: FADA-package . FADA . data.test . data.train . decorrelate.test . decorrelate.train . 
Some associated R codes: FADA.R . decorrelate.test.R . decorrelate.train.R . func.R .  Full FADA package functions and examples
Downloads during the last 30 days
02/2702/2803/0103/0203/0303/0403/0503/0603/0703/0803/0903/1003/1103/1203/1303/1403/1503/1603/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/28Downloads for FADA024681012141618202224TrendBars

Today's Hot Picks in Authors and Packages

quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
gglgbtq  
Show Pride on 'ggplot2' Plots
Provides multiple palettes based on pride flags with tailored themes. ...
Download / Learn more Package Citations See dependency  
landmix  
Landmark Prediction for Mixture Data
Non-parametric prediction of survival outcomes for mixture data that incorporates covariates and a l ...
Download / Learn more Package Citations See dependency  

23,842

R Packages

207,311

Dependencies

64,420

Author Associations

23,781

Publication Badges

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