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gps

General P-Splines

General P-splines are non-uniform B-splines penalized by a general difference penalty, proposed by Li and Cao (2022) <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.

Versions across snapshots

VersionRepositoryFileSize
1.2 rolling source/ R- gps_1.2.tar.gz 35.2 KiB
1.2 rolling linux/jammy R-4.5 gps_1.2.tar.gz 204.7 KiB
1.2 rolling linux/noble R-4.5 gps_1.2.tar.gz 204.8 KiB
1.2 latest source/ R- gps_1.2.tar.gz 35.2 KiB
1.2 latest linux/jammy R-4.5 gps_1.2.tar.gz 204.7 KiB
1.2 latest linux/noble R-4.5 gps_1.2.tar.gz 204.8 KiB
1.2 2026-04-23 source/ R- gps_1.2.tar.gz 35.2 KiB
1.2 2026-04-09 windows/windows R-4.5 gps_1.2.zip 207.6 KiB
1.2 2025-04-20 source/ R- gps_1.2.tar.gz 35.2 KiB

Dependencies (latest)

Imports