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DESCRIPTION
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DESCRIPTION
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Type: Package
Package: sparsegl
Title: Sparse Group Lasso
Version: 1.1.1
Authors@R: c(
person("Daniel J.", "McDonald", , "[email protected]", role = c("aut", "cre")),
person("Xiaoxuan", "Liang", , "[email protected]", role = "aut"),
person("Anibal", "Solón Heinsfeld", , "[email protected]", role = "aut"),
person("Aaron", "Cohen", , "[email protected]", role = "aut"),
person("Yi", "Yang", , "[email protected]", role = "ctb"),
person("Hui", "Zou", role = "ctb"),
person("Jerome", "Friedman", role = "ctb"),
person("Trevor", "Hastie", role = "ctb"),
person("Rob", "Tibshirani", role = "ctb"),
person("Balasubramanian", "Narasimhan", role = "ctb"),
person("Kenneth", "Tay", role = "ctb"),
person("Noah", "Simon", role = "ctb"),
person("Junyang", "Qian", role = "ctb"),
person("James", "Yang", role = "ctb")
)
Description: Efficient implementation of sparse group lasso with optional
bound constraints on the coefficients; see
<doi:10.18637/jss.v110.i06>. It supports the use of a sparse design
matrix as well as returning coefficient estimates in a sparse matrix.
Furthermore, it correctly calculates the degrees of freedom to allow
for information criteria rather than cross-validation with very large
data. Finally, the interface to compiled code avoids unnecessary
copies and allows for the use of long integers.
License: MIT + file LICENSE
URL: https://github.com/dajmcdon/sparsegl,
https://dajmcdon.github.io/sparsegl/
BugReports: https://github.com/dajmcdon/sparsegl/issues
Depends:
R (>= 3.5)
Imports:
cli,
dotCall64,
ggplot2,
magrittr,
Matrix,
methods,
rlang,
RSpectra,
tidyr
Suggests:
dplyr,
gglasso,
glmnet,
knitr,
markdown,
rmarkdown,
splines,
testthat (>= 3.0.0)
VignetteBuilder:
knitr
Config/testthat/edition: 3
Encoding: UTF-8
LazyData: true
NeedsCompilation: yes
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2