Package: starnet 1.0.0

starnet: Stacked Elastic Net

Implements stacked elastic net regression (Rauschenberger 2021 <doi:10.1093/bioinformatics/btaa535>). The elastic net generalises ridge and lasso regularisation (Zou 2005 <doi:10.1111/j.1467-9868.2005.00503.x>). Instead of fixing or tuning the mixing parameter alpha, we combine multiple alpha by stacked generalisation (Wolpert 1992 <doi:10.1016/S0893-6080(05)80023-1>).

Authors:Armin Rauschenberger [aut, cre]

starnet_1.0.0.tar.gz
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starnet.pdf |starnet.html
starnet/json (API)
NEWS

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

Peer review:

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

On CRAN:

5.73 score 6 stars 1 packages 10 scripts 283 downloads 2 exports 12 dependencies

Last updated 2 months agofrom:82c3d0c6f0. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 27 2024
R-4.5-winOKOct 27 2024
R-4.5-linuxOKOct 27 2024
R-4.4-winOKOct 27 2024
R-4.4-macOKOct 27 2024
R-4.3-winOKOct 27 2024
R-4.3-macOKOct 27 2024

Exports:cv.starnetstarnet

Dependencies:codetoolscornetforeachglmnetiteratorslatticeMatrixpalassoRcppRcppEigenshapesurvival

Stacked Elastic Net

Rendered fromarticle.Rmdusingknitr::rmarkdownon Oct 27 2024.

Last update: 2024-09-27
Started: 2019-11-14

Stacked Elastic Net

Rendered fromscript.Rmdusingknitr::rmarkdownon Oct 27 2024.

Last update: 2024-09-24
Started: 2020-04-30

Stacked Elastic Net

Rendered fromstarnet.Rmdusingknitr::rmarkdownon Oct 27 2024.

Last update: 2024-09-27
Started: 2019-11-14

Readme and manuals

Help Manual

Help pageTopics
Stacked Elastic Net Regressionstarnet-package
glmnet::cv.glmnet.cv.glmnet
Loss.loss
Simulation.simulate .simulate.block
Extract Coefficientscoef.starnet
Model comparisoncv.starnet
glmnet:::aucglmnet.auc
Makes Predictionspredict.starnet
Print Valuesprint.starnet
Stacked Elastic Net Regressionstarnet
Extract Weightsweights.starnet