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DESCRIPTION
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Type: Package
Package: gips
Title: Gaussian Model Invariant by Permutation Symmetry
Version: 1.2.3.9000
Authors@R: c(
person(c("Adam", "Przemysław"), "Chojecki", , "[email protected]", role = c("aut", "cre"),
comment = c(ORCID = "0009-0008-2902-4096")),
person("Paweł", "Morgen", , "[email protected]", role = "aut"),
person("Bartosz", "Kołodziejek", , "[email protected]", role = "aut",
comment = c(ORCID = "0000-0002-5220-9012"))
)
Description: Find the permutation symmetry group such that the covariance
matrix of the given data is approximately invariant under it.
Discovering such a permutation decreases the number of observations
needed to fit a Gaussian model, which is of great use when it is
smaller than the number of variables. Even if that is not the case,
the covariance matrix found with 'gips' approximates the actual
covariance with less statistical error. The methods implemented in
this package are described in Graczyk et al. (2022)
<doi:10.1214/22-AOS2174>. Documentation about 'gips' is
provided via its website at <https://przechoj.github.io/gips/> and
the paper by Chojecki, Morgen, Kołodziejek
(2025, <doi:10.18637/jss.v112.i07>).
License: GPL (>= 3)
URL: https://github.com/PrzeChoj/gips, https://przechoj.github.io/gips/
BugReports: https://github.com/PrzeChoj/gips/issues
Depends:
R (>= 3.5.0)
Imports:
numbers,
permutations,
rlang (>= 0.4.10),
utils
Suggests:
DAAG,
dplyr,
ggplot2,
graphics,
hash,
HSAUR2,
knitr,
MASS (>= 7.3-39),
mvtnorm,
rmarkdown,
spelling,
stringi,
testthat (>= 3.0.0),
tibble,
tidyr,
withr
VignetteBuilder:
knitr
Config/testthat/edition: 3
Encoding: UTF-8
Language: en-US
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
LazyData: true