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Generalised additive P-spline regression models estimation using the separation of overlapping precision matrices (SOP) method. Estimation is based on the equivalence between P-splines and linear mixed models, and variance/smoothing parameters are estimated based on restricted maximum likelihood (REML). The package enables users to estimate P-spline models with overlapping penalties. Based on the work described in Rodriguez-Alvarez et al. (2015) <doi:10.1007/s11222-014-9464-2>; Rodriguez-Alvarez et al. (2019) <doi:10.1007/s11222-018-9818-2>, and Eilers and Marx (1996) <doi:10.1214/ss/1038425655>.
Version: | 1.0-1 |
Imports: | stats, MASS |
Suggests: | SpATS |
Published: | 2023-09-15 |
DOI: | 10.32614/CRAN.package.SOP |
Author: | Maria Xose Rodriguez-Alvarez [aut, cre], Manuel Oviedo de la Fuente [aut], Maria Durban [ctb], Paul H.C. Eilers [ctb], Dae-Jin Lee [ctb], Mikis Stasinopoulos [ctb] |
Maintainer: | Maria Xose Rodriguez-Alvarez <mxrodriguez at uvigo.gal> |
License: | GPL-2 |
NeedsCompilation: | no |
CRAN checks: | SOP results |
Reference manual: | SOP.pdf |
Package source: | SOP_1.0-1.tar.gz |
Windows binaries: | r-devel: SOP_1.0-1.zip, r-release: SOP_1.0-1.zip, r-oldrel: SOP_1.0-1.zip |
macOS binaries: | r-release (arm64): SOP_1.0-1.tgz, r-oldrel (arm64): SOP_1.0-1.tgz, r-release (x86_64): SOP_1.0-1.tgz, r-oldrel (x86_64): SOP_1.0-1.tgz |
Old sources: | SOP archive |
Reverse imports: | VDPO |
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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.