Description
Sliced Inverse Regression with Thresholding.
Description
Implements a thresholded version of the Sliced Inverse Regression method (Li, K. C. (1991) <doi:10.2307/2290563>), which allows to do variable selection.
README.md
Variable selection with Sliced Inverse Regression (SIR) thresholded
Description
This package offers an implementation of the SIR (Sliced Inverse Regression) method, along with a thresholded version of SIR that allows variable selection. Fore more information, you can check the vignette of the package on that link, and explore the code on the GitHub repository.
A paper is currently being written.
Install
From CRAN
install.packages("SIRthresholded")
From GitHub
To install the current development version from GitHub:
# install.packages("devtools")
devtools::install_github("clement-w/sirthresholded", build_vignettes = TRUE)
It is also possible to clone the repository, and install it manually (note: pandoc is required to build the vignette):
git clone [email protected]:Clement-W/SIRthresholded.git
cd SIRthresholded
R
# install.packages("devtools")
devtools::install(build_vignettes = TRUE)
library(SIRthresholded)
Access the vignette
Once that package is installed, you can access the vignette with
vignette("SIRthresholded")