Package: spareg 1.1.1
spareg: Sparse Projected Averaged Regression
A flexible framework combining variable screening and random projection techniques for fitting ensembles of predictive generalized linear models to high-dimensional data. Designed for extensibility, the package implements key techniques as S3 classes with user-friendly constructors, enabling easy integration and development of new procedures for high-dimensional applications. For more details see Parzer et al (2024a) <doi:10.48550/arXiv.2312.00130> and Parzer et al (2024b) <doi:10.48550/arXiv.2410.00971>.
Authors:
spareg_1.1.1.tar.gz
spareg_1.1.1.zip(r-4.7)spareg_1.1.1.zip(r-4.6)spareg_1.1.1.zip(r-4.5)
spareg_1.1.1.tgz(r-4.6-any)spareg_1.1.1.tgz(r-4.5-any)
spareg_1.1.1.tar.gz(r-4.7-any)spareg_1.1.1.tar.gz(r-4.6-any)
spareg_1.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
spareg/json (API)
| # Install 'spareg' in R: |
| install.packages('spareg', repos = c('https://lauravana.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/lauravana/spareg/issues
Last updated from:05a017fd26. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 261 | ||
| source / vignettes | OK | 344 | ||
| linux-release-x86_64 | OK | 256 | ||
| macos-release-arm64 | OK | 156 | ||
| macos-oldrel-arm64 | OK | 154 | ||
| windows-devel | OK | 197 | ||
| windows-release | OK | 202 | ||
| windows-oldrel | OK | 200 | ||
| wasm-release | OK | 155 |
Exports:constructor_randomprojectionconstructor_screencoefconstructor_sparmodelget_coefget_interceptget_measureget_modelrp_cwrp_gaussianrp_sparsescreen_corscreen_glmnetscreen_margliksimulate_spareg_datasparspar_glmspar_glmnetspar.cvsparegspareg.cv
Dependencies:bitopscaToolsclicodetoolscpp11farverforeachggplot2glmnetgluegplotsgtablegtoolsisobanditeratorsKernSmoothlabelinglatticelifecycleMatrixR6rbibutilsRColorBrewerRcppRcppEigenRdpackrlangROCRS7scalesshapesurvivalvctrsviridisLitewithr
