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General P-splines are non-uniform B-splines penalized by a general difference penalty, proposed by Li and Cao (2022) <doi:10.48550/arXiv.2201.06808>. Constructible on arbitrary knots, they extend the standard P-splines of Eilers and Marx (1996) <doi:10.1214/ss/1038425655>. They are also related to the O-splines of O'Sullivan (1986) <doi:10.1214/ss/1177013525> via a sandwich formula that links a general difference penalty to a derivative penalty. The package includes routines for setting up and handling difference and derivative penalties. It also fits P-splines and O-splines to (x, y) data (optionally weighted) for a grid of smoothing parameter values in the automatic search intervals of Li and Cao (2023) <doi:10.1007/s11222-022-10178-z>. It aims to facilitate other packages to implement P-splines or O-splines as a smoothing tool in their model estimation framework.
Version: | 1.2 |
Depends: | R (≥ 4.0.0) |
Imports: | stats, splines, Matrix, methods, graphics, grDevices |
Published: | 2023-11-02 |
DOI: | 10.32614/CRAN.package.gps |
Author: | Zheyuan Li [aut, cre] |
Maintainer: | Zheyuan Li <zheyuan.li at bath.edu> |
License: | GPL-3 |
URL: | https://github.com/ZheyuanLi/gps |
NeedsCompilation: | yes |
CRAN checks: | gps results |
Reference manual: | gps.pdf |
Package source: | gps_1.2.tar.gz |
Windows binaries: | r-devel: gps_1.2.zip, r-release: gps_1.2.zip, r-oldrel: gps_1.2.zip |
macOS binaries: | r-release (arm64): gps_1.2.tgz, r-oldrel (arm64): gps_1.2.tgz, r-release (x86_64): gps_1.2.tgz, r-oldrel (x86_64): gps_1.2.tgz |
Old sources: | gps archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.