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natural  

Estimating the Error Variance in a High-Dimensional Linear Model
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("natural", "0.9.0")



Attach the package and use:
library("natural")
Maintained by
Guo Yu
[Scholar Profile | Author Map]
First Published: 2018-01-16
Latest Update: 2018-01-16
Description:
Implementation of the two error variance estimation methods in high-dimensional linear models of Yu, Bien (2017) .
How to cite:
Guo Yu (2018). natural: Estimating the Error Variance in a High-Dimensional Linear Model. R package version 0.9.0, https://cran.r-project.org/web/packages/natural. Accessed 29 Mar. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited natural R package
View natural citation profile
Other R packages that natural depends, imports, suggests or enhances
Complete documentation for natural
Functions, R codes and Examples using the natural R package
Some associated functions: getLam_olasso . getLam_slasso . make_sparse_model . natural . nlasso_cv . nlasso_path . olasso . olasso_cv . olasso_path . olasso_slow . plot.natural.cv . plot.natural.path . print.natural.path . standardize . 
Some associated R codes: methods_cv.R . methods_path.R . misc.R . nlasso.R . olasso_api.R . package-natural.R . utils.R .  Full natural package functions and examples
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