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A method for performing joint registration and functional principal component analysis for curves (functional data) that are generated from exponential family distributions. This mainly implements the algorithms described in 'Wrobel et al. (2019)' <doi:10.1111/biom.12963> and further adapts them to potentially incomplete curves where (some) curves are not observed from the beginning and/or until the end of the common domain. Curve registration can be used to better understand patterns in functional data by separating curves into phase and amplitude variability. This software handles both binary and continuous functional data, and is especially applicable in accelerometry and wearable technology.
Version: | 2.1.0 |
Depends: | R (≥ 3.2) |
Imports: | tidyr, magrittr, dplyr, pbs, Rcpp (≥ 0.11.5), parallel, MASS, utils, gamm4, lme4, mgcv, purrr, Matrix |
LinkingTo: | Rcpp, RcppArmadillo |
Suggests: | testthat, knitr, rmarkdown, cowplot, ggplot2, pbapply, fastglm |
Published: | 2022-10-02 |
DOI: | 10.32614/CRAN.package.registr |
Author: | Julia Wrobel [aut, cre], Alexander Bauer [aut], Erin McDonnell [aut], Fabian Scheipl [ctb], Jeff Goldsmith [aut] |
Maintainer: | Julia Wrobel <julia.wrobel at cuanschutz.edu> |
License: | MIT + file LICENSE |
NeedsCompilation: | yes |
SystemRequirements: | GNU make |
Materials: | README NEWS |
In views: | FunctionalData |
CRAN checks: | registr results |
Reference manual: | registr.pdf |
Vignettes: |
Registering Incomplete Curves registr: a vignette |
Package source: | registr_2.1.0.tar.gz |
Windows binaries: | r-devel: registr_2.1.0.zip, r-release: registr_2.1.0.zip, r-oldrel: registr_2.1.0.zip |
macOS binaries: | r-release (arm64): registr_2.1.0.tgz, r-oldrel (arm64): registr_2.1.0.tgz, r-release (x86_64): registr_2.1.0.tgz, r-oldrel (x86_64): registr_2.1.0.tgz |
Old sources: | registr archive |
Reverse suggests: | gmfamm, refund.shiny |
Please use the canonical form https://CRAN.R-project.org/package=registr to link to this page.
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.