Package: starnet 0.0.6

starnet: Stacked Elastic Net

Implements stacked elastic net regression (Rauschenberger 2020, <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_0.0.6.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:

2 exports 5 stars 1.33 score 12 dependencies 1 dependents 7 scripts 222 downloads

Last updated 3 years agofrom:ff142156df. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 03 2024
R-4.5-winOKSep 03 2024
R-4.5-linuxOKSep 03 2024
R-4.4-winOKSep 03 2024
R-4.4-macOKSep 03 2024
R-4.3-winOKSep 03 2024
R-4.3-macOKSep 03 2024

Exports:cv.starnetstarnet

Dependencies:codetoolscornetforeachglmnetiteratorslatticeMatrixpalassoRcppRcppEigenshapesurvival

Stacked Elastic Net

Rendered fromarticle.Rmdusingknitr::rmarkdownon Sep 03 2024.

Last update: 2020-06-08
Started: 2019-11-14

Stacked Elastic Net

Rendered fromscript.Rmdusingknitr::rmarkdownon Sep 03 2024.

Last update: 2020-06-03
Started: 2020-04-30

Stacked Elastic Net

Rendered fromstarnet.Rmdusingknitr::rmarkdownon Sep 03 2024.

Last update: 2020-06-08
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