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>.
| Version: | 1.1.1 |
| Depends: | R (≥ 4.0.0) |
| Imports: | Matrix, ROCR, Rdpack, ggplot2, rlang, glmnet, methods |
| Suggests: | testthat (≥ 3.0.0), foreach, doParallel, doRNG, robustbase, cellWise, VariableScreening, ggpubr, R.matlab |
| Published: | 2025-08-19 |
| DOI: | 10.32614/CRAN.package.spareg |
| Author: | Laura Vana-Gür 
[aut, cre],
Roman Parzer
[aut],
Peter Filzmoser
[aut] |
| Maintainer: | Laura Vana-Gür <laura.vana.guer at tuwien.ac.at> |
| BugReports: | https://github.com/lauravana/spareg/issues |
| License: | GPL-3 |
| URL: | https://github.com/lauravana/spareg |
| NeedsCompilation: | no |
| Citation: | spareg citation info |
| Materials: | README, NEWS |
| CRAN checks: | spareg results |
Documentation:
| Reference manual: | spareg.html , spareg.pdf |
| Vignettes: |
spareg: Sparse Projected Averaged Regression in R (source, R code) |
Downloads:
| Package source: | spareg_1.1.1.tar.gz |
| Windows binaries: | r-devel: spareg_1.1.1.zip, r-release: spareg_1.1.1.zip, r-oldrel: spareg_1.1.1.zip |
| macOS binaries: | r-release (arm64): spareg_1.1.1.tgz, r-oldrel (arm64): spareg_1.1.1.tgz, r-release (x86_64): spareg_1.1.1.tgz, r-oldrel (x86_64): spareg_1.1.1.tgz |
| Old sources: | spareg archive |
Linking:
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