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Interval fusion and selection procedures for regression with functional inputs. Methods include a semiparametric approach based on Sliced Inverse Regression (SIR), as described in <doi:10.1007/s11222-018-9806-6> (standard ridge and sparse SIR are also included in the package) and a random forest based approach, as described in <doi:10.1002/sam.11705>.
Version: | 0.2.3 |
Depends: | R (≥ 3.5.0), foreach, doParallel, graphics, stats |
Imports: | Matrix, expm, RSpectra, glmnet, Boruta, CORElearn, dplyr, mixOmics, purrr, ranger, tidyr, tidyselect, adjclust, magrittr, rlang, ggplot2, aricode, dendextend, reshape2, RColorBrewer |
Suggests: | testthat |
Published: | 2024-08-16 |
DOI: | 10.32614/CRAN.package.SISIR |
Author: | Victor Picheny [aut], Remi Servien [aut], Nathalie Vialaneix [aut, cre] |
Maintainer: | Nathalie Vialaneix <nathalie.vialaneix at inrae.fr> |
BugReports: | https://forgemia.inra.fr/sfcb/sisir/-/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://forgemia.inra.fr/sfcb/sisir |
NeedsCompilation: | no |
Citation: | SISIR citation info |
Materials: | NEWS |
CRAN checks: | SISIR results |
Reference manual: | SISIR.pdf |
Package source: | SISIR_0.2.3.tar.gz |
Windows binaries: | r-devel: SISIR_0.2.3.zip, r-release: SISIR_0.2.3.zip, r-oldrel: SISIR_0.2.3.zip |
macOS binaries: | r-release (arm64): SISIR_0.2.3.tgz, r-oldrel (arm64): SISIR_0.2.3.tgz, r-release (x86_64): SISIR_0.2.3.tgz, r-oldrel (x86_64): SISIR_0.2.3.tgz |
Old sources: | SISIR archive |
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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.