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>.
Package details |
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Author | Maria Xose Rodriguez-Alvarez [aut, cre] (<https://orcid.org/0000-0002-1329-9238>), 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@uvigo.gal> |
License | GPL-2 |
Version | 1.0-1 |
Package repository | View on CRAN |
Installation |
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