Package: sparselink 1.0.0

sparselink: Sparse Regression for Related Problems

Estimates sparse regression models (i.e., with few non-zero coefficients) in high-dimensional multi-task learning and transfer learning settings, as proposed by Rauschenberger et al. (2025) <doi:10.1093/bioinformatics/btaf406>.

Authors:Armin Rauschenberger [aut, cre]

sparselink_1.0.0.tar.gz
sparselink_1.0.0.zip(r-4.7-any)sparselink_1.0.0.zip(r-4.6-any)sparselink_1.0.0.zip(r-4.5-any)
sparselink_1.0.0.tgz(r-4.6-any)sparselink_1.0.0.tgz(r-4.5-any)
sparselink_1.0.0.tar.gz(r-4.7-any)sparselink_1.0.0.tar.gz(r-4.6-any)
sparselink_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
sparselink/json (API)

# Install 'sparselink' in R:
install.packages('sparselink', repos = c('https://rauschenberger.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/rauschenberger/sparselink/issues

Pkgdown/docs site:https://rauschenberger.github.io

On CRAN:

Conda:

4.00 score 1 stars 5 scripts 230 downloads 28 exports 21 dependencies

Last updated from:e53222f2c9. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK153
source / vignettesOK189
linux-releaseOK138
macos-releaseOK173
macos-oldrelOK114
windows-develOK95
windows-releaseOK86
windows-oldrelOK131
wasm-releaseOK109

Exports:calc_metricconstruct_penfacsconstruct_weightscount_matrixcount_vectorcv_multiplecv_transferfuse_dataget_infolink_functionlogitmake_folds_multimake_folds_transmean_functionplot_changeplot_weightsigmoidsim_data_multisim_data_transsparselinktraintestwrap_commonwrap_emptywrap_glmtranswrap_mgaussianwrap_separatewrap_splswrap_xrnet

Dependencies:BHbigmemorybigmemory.sricodetoolsforeachglmnetiteratorslatticeMASSMatrixmvtnormnnetplspROCRcppRcppEigenshapesplssurvivaluuidxrnet

Analysis code
Working environment | Methods | Simulation | Sample size and sparsity (revision) | Application | Data preparation | Data exploration | Transfer learning
Rendered fromanalysis.Rmdusingknitr::rmarkdown

Last update: 2025-06-06
Started: 2024-12-31

Sparse regression for related problems
Estimating sparse regression models in multi-task learning and transfer learning through adaptive penalisation | Abstract | Full text
Rendered fromarticle.Rmdusingknitr::rmarkdown

Last update: 2025-05-23
Started: 2024-11-14