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CatReg
View on CRAN: Click
here
Download and install CatReg package within the R console
Install from CRAN:
install.packages("CatReg")
Install from Github:
library("remotes")
install_github("cran/CatReg")
Install by package version:
library("remotes")
install_version("CatReg", "2.0.3")
Attach the package and use:
library("CatReg")
Maintained by
Daniel Grose
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.CatReg . CatReg results . CatReg.pdf . CatReg_2.0.3.tar.gz . CatReg_2.0.3.zip . CatReg_2.0.3.zip . CatReg_2.0.3.zip . CatReg_2.0.3.tgz . CatReg_2.0.3.tgz . CatReg_2.0.3.tgz . CatReg_2.0.3.tgz . CatReg_2.0.3.tgz . CatReg_2.0.3.tgz . CatReg archive . https://CRAN.R-project.org/package=CatReg .
First Published: 2020-03-14
Latest Update: 2021-06-14
Description:
Computes solutions for linear and logistic regression models with potentially high-dimensional categorical predictors. This is done by applying a nonconvex penalty (SCOPE) and computing solutions in an efficient path-wise fashion. The scaling of the solution paths is selected automatically. Includes functionality for selecting tuning parameter lambda by k-fold cross-validation and early termination based on information criteria. Solutions are computed by cyclical block-coordinate descent, iterating an innovative dynamic programming algorithm to compute exact solutions for each block.
How to cite:
Daniel Grose (2020). CatReg: Solution Paths for Linear and Logistic Regression Models with Categorical Predictors, with SCOPE Penalty. R package version 2.0.3, https://cran.r-project.org/web/packages/CatReg. Accessed 04 Apr. 2025.
Previous versions and publish date:
Other packages that cited CatReg R package
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Other R packages that CatReg depends,
imports, suggests or enhances
Complete documentation for CatReg
Functions, R codes and Examples using
the CatReg R package
Some associated functions: CorrelatedDesignMatrix . UniformDesignMatrix . predict.scope.logistic . predict.scope . scope.logistic . scope .
Some associated R codes: RcppExports.R . UniformDesignMatrix.R . core_scope.R . core_scope.logistic.R . fastrmvnorm.R . mcpDifference.R . predict.scope.R . predict.scope.logistic.R . scope.R . scope.logistic.R . Full CatReg package functions and examples
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