transreg: Penalised Regression with Multiple Sets of Prior Effects ('Transfer Learning')
Improves the predictive performance of ridge and lasso regression exploiting one or more sources of prior information on the importance and direction of effects (Rauschenberger and others 2023, <doi:10.1093/bioinformatics/btad680>). For running the vignette (optional), install 'fwelnet' and 'ecpc' from <https://github.com/kjytay/fwelnet> and <https://github.com/Mirrelijn/ecpc>, respectively.
| Version: | 1.0.5 |
| Depends: | R (≥ 3.0.0) |
| Imports: | glmnet, starnet, joinet |
| Suggests: | knitr, testthat, rmarkdown, markdown, mvtnorm, remotes, glmtrans, xrnet, ecpc, fwelnet, doMC, palasso, xtable, devtools, CVXR |
| Published: | 2025-07-26 |
| DOI: | 10.32614/CRAN.package.transreg |
| Author: | Armin Rauschenberger
 [aut, cre] |
| Maintainer: | Armin Rauschenberger <armin.rauschenberger at uni.lu> |
| BugReports: | https://github.com/rauschenberger/transreg/issues |
| License: | GPL-3 |
| URL: | https://github.com/rauschenberger/transreg, https://rauschenberger.github.io/transreg/ |
| NeedsCompilation: | no |
| Citation: | transreg citation info |
| Materials: | README, NEWS |
| CRAN checks: | transreg results |
Documentation:
| Reference manual: | transreg.html , transreg.pdf |
| Vignettes: |
article (source) analysis (source, R code) |
Downloads:
| Package source: | transreg_1.0.5.tar.gz |
| Windows binaries: | r-devel: transreg_1.0.5.zip, r-release: transreg_1.0.5.zip, r-oldrel: transreg_1.0.5.zip |
| macOS binaries: | r-release (arm64): transreg_1.0.5.tgz, r-oldrel (arm64): transreg_1.0.5.tgz, r-release (x86_64): transreg_1.0.5.tgz, r-oldrel (x86_64): transreg_1.0.5.tgz |
| Old sources: | transreg archive |
Linking:
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