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gKRLS
View on CRAN: Click
here
Download and install gKRLS package within the R console
Install from CRAN:
install.packages("gKRLS")
Install from Github:
library("remotes")
install_github("cran/gKRLS")
Install by package version:
library("remotes")
install_version("gKRLS", "1.0.4")
Attach the package and use:
library("gKRLS")
Maintained by
Max Goplerud
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.gKRLS . https://github.com/mgoplerud/gKRLS/issues . https://github.com/mgoplerud/gKRLS . gKRLS results . gKRLS.pdf . gKRLS_1.0.4.tar.gz . gKRLS_1.0.4.zip . gKRLS_1.0.4.zip . gKRLS_1.0.4.zip . gKRLS_1.0.4.tgz . gKRLS_1.0.4.tgz . gKRLS_1.0.4.tgz . gKRLS_1.0.4.tgz . gKRLS_1.0.4.tgz . gKRLS_1.0.4.tgz . gKRLS archive . https://CRAN.R-project.org/package=gKRLS .
First Published: 2023-04-17
Latest Update: 2023-04-20
Description:
Kernel regularized least squares, also known as kernel ridge regression,
is a flexible machine learning method. This package implements this method by
providing a smooth term for use with 'mgcv' and uses random sketching to
facilitate scalable estimation on large datasets. It provides additional
functions for calculating marginal effects after estimation and for use with
ensembles ('SuperLearning'), double/debiased machine learning ('DoubleML'),
and robust/clustered standard errors ('sandwich'). Chang and Goplerud (2023)
provide further details.
How to cite:
Max Goplerud (2023). gKRLS: Generalized Kernel Regularized Least Squares. R package version 1.0.4, https://cran.r-project.org/web/packages/gKRLS. Accessed 29 Mar. 2025.
Previous versions and publish date:
Other packages that cited gKRLS R package
View gKRLS citation profile
Other R packages that gKRLS depends,
imports, suggests or enhances
Complete documentation for gKRLS
Functions, R codes and Examples using
the gKRLS R package
Some associated functions: Predict.matrix.gKRLS.smooth . calculate_effects . create_sketched_kernel . estfun.gam . gKRLS . legacy_marginal_effect . ml_gKRLS . mlr3_gKRLS . smooth.construct.gKRLS.smooth.spec .
Some associated R codes: AME_function.R . RcppExports.R . generic_function.R . internal_grad_function.R . kernel_function.R . main_function.R . mfx_function.R . mgcv_function.R . ml_function.R . Full gKRLS package functions and examples
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