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Implements Self-Validated Ensemble Models (SVEM; Lemkus et al. (2021) <doi:10.1016/j.chemolab.2021.104439>) using elastic net regression via 'glmnet' (Friedman et al. (2010) <doi:10.18637/jss.v033.i01>). SVEM averages predictions from multiple models fitted to fractionally weighted bootstraps of the data, tuned with anti-correlated validation weights. Also implements the randomized permutation whole-model test for SVEM (Karl (2024) <doi:10.1016/j.chemolab.2024.105122>).
Version: | 2.2.4 |
Depends: | R (≥ 3.5.0) |
Imports: | glmnet (≥ 4.1-2), stats, cluster, ggplot2, lhs, foreach, doParallel, parallel, gamlss, gamlss.dist |
Suggests: | covr, knitr, rmarkdown, testthat (≥ 3.0.0), withr, vdiffr |
Published: | 2025-09-26 |
DOI: | 10.32614/CRAN.package.SVEMnet |
Author: | Andrew T. Karl |
Maintainer: | Andrew T. Karl <akarl at asu.edu> |
License: | GPL-2 | GPL-3 |
NeedsCompilation: | no |
Citation: | SVEMnet citation info |
Materials: | NEWS |
CRAN checks: | SVEMnet results |
Reference manual: | SVEMnet.html , SVEMnet.pdf |
Vignettes: |
SVEMnet Vignette (source, R code) |
Package source: | SVEMnet_2.2.4.tar.gz |
Windows binaries: | r-devel: SVEMnet_2.2.4.zip, r-release: SVEMnet_2.2.4.zip, r-oldrel: SVEMnet_2.2.4.zip |
macOS binaries: | r-release (arm64): SVEMnet_2.2.4.tgz, r-oldrel (arm64): SVEMnet_2.2.4.tgz, r-release (x86_64): SVEMnet_2.2.4.tgz, r-oldrel (x86_64): SVEMnet_2.2.4.tgz |
Old sources: | SVEMnet archive |
Please use the canonical form https://CRAN.R-project.org/package=SVEMnet to link to this page.
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.