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mgss  

A Matrix-Free Multigrid Preconditioner for Spline Smoothing
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("mgss", "1.2")



Attach the package and use:
library("mgss")
Maintained by
Martin Siebenborn
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-01-08
Latest Update: 2021-05-10
Description:
Data smoothing with penalized splines is a popular method and is well established for one- or two-dimensional covariates. The extension to multiple covariates is straightforward but suffers from exponentially increasing memory requirements and computational complexity. This toolbox provides a matrix-free implementation of a conjugate gradient (CG) method for the regularized least squares problem resulting from tensor product B-spline smoothing with multivariate and scattered data. It further provides matrix-free preconditioned versions of the CG-algorithm where the user can choose between a simpler diagonal preconditioner and an advanced geometric multigrid preconditioner. The main advantage is that all algorithms are performed matrix-free and therefore require only a small amount of memory. For further detail see Siebenborn & Wagner (2021).
How to cite:
Martin Siebenborn (2021). mgss: A Matrix-Free Multigrid Preconditioner for Spline Smoothing. R package version 1.2, https://cran.r-project.org/web/packages/mgss. Accessed 22 Dec. 2024.
Previous versions and publish date:
1.0 (2021-01-08 10:30), 1.1 (2021-04-04 07:30)
Other packages that cited mgss R package
View mgss citation profile
Other R packages that mgss depends, imports, suggests or enhances
Complete documentation for mgss
Functions, R codes and Examples using the mgss R package
Some associated functions: CG_smooth . MGCG_smooth . PCG_smooth . estimate_trace . generate_test_data . mgss-package . predict_smooth . 
Some associated R codes: RcppExports.R . mgss-package.R . mgss_main.R . multigrid_functions.R . spline_functions.R . test_data_functions.R .  Full mgss package functions and examples
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