FADA
Variable Selection for Supervised Classification in High Dimension
Description
The functions provided in the FADA (Factor Adjusted Discriminant Analysis) package aim at performing supervised classification of high-dimensional and correlated profiles. The procedure combines a decorrelation step based on a factor modeling of the dependence among covariates and a classification method. The available methods are Lasso regularized logistic model (see Friedman et al. (2010)), sparse linear discriminant analysis (see Clemmensen et al. (2011)), shrinkage linear and diagonal discriminant analysis (see M. Ahdesmaki et al. (2010)). More methods of classification can be used on the decorrelated data provided by the package FADA.
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| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | NOTE |
| r-devel-linux-x86_64-debian-gcc | NOTE |
| r-devel-linux-x86_64-fedora-clang | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | OK |
| r-oldrel-macos-x86_64 | OK |
| r-oldrel-windows-x86_64 | OK |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (2 non-OK)
CRAN incoming feasibility
Maintainer: ‘David Causeur <david.causeur@agrocampus-ouest.fr>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Emeline",
family = "Perthame",
role = "aut",
comment = "Institut Pasteur, Paris, France"),
person(given = "Chloe",
family = "Friguet",
role = "aut",
comment = "Universite de Bretagne Sud, Vannes, France"),
person(given = "David",
family = "Causeur",
role = c("aut", "cre"),
email = "david.causeur@agrocampus-ouest.fr",
comment = "Agrocampus\n Ouest, Rennes, France"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘David Causeur <david.causeur@agrocampus-ouest.fr>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Emeline",
family = "Perthame",
role = "aut",
comment = "Institut Pasteur, Paris, France"),
person(given = "Chloe",
family = "Friguet",
role = "aut",
comment = "Universite de Bretagne Sud, Vannes, France"),
person(given = "David",
family = "Causeur",
role = c("aut", "cre"),
email = "david.causeur@agrocampus-ouest.fr",
comment = "Agrocampus\n Ouest, Rennes, France"))
as necessary.
Check History
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
CRAN incoming feasibility
Maintainer: ‘David Causeur <david.causeur@agrocampus-ouest.fr>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Emeline",
family = "Perthame",
role = "aut",
...[truncated]...
David",
family = "Causeur",
role = c("aut", "cre"),
email = "david.causeur@agrocampus-ouest.fr",
comment = "Agrocampus\n Ouest, Rennes, France"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘David Causeur <david.causeur@agrocampus-ouest.fr>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Emeline",
family = "Perthame",
role = "aut",
...[truncated]...
David",
family = "Causeur",
role = c("aut", "cre"),
email = "david.causeur@agrocampus-ouest.fr",
comment = "Agrocampus\n Ouest, Rennes, France"))
as necessary.