SISIR: Select Intervals Suited for Functional Regression
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 |
Documentation:
| Reference manual: | SISIR.pdf |
Downloads:
| 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-devel (arm64): SISIR_0.2.3.tgz, r-release (arm64): SISIR_0.2.3.tgz, r-oldrel (arm64): SISIR_0.2.3.tgz, r-devel (x86_64): 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 |
Linking:
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