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:
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')) |
Bug tracker:https://github.com/rauschenberger/starnet/issues
Last updated 2 months agofrom:82c3d0c6f0. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 27 2024 |
R-4.5-win | OK | Oct 27 2024 |
R-4.5-linux | OK | Oct 27 2024 |
R-4.4-win | OK | Oct 27 2024 |
R-4.4-mac | OK | Oct 27 2024 |
R-4.3-win | OK | Oct 27 2024 |
R-4.3-mac | OK | Oct 27 2024 |
Exports:cv.starnetstarnet
Dependencies:codetoolscornetforeachglmnetiteratorslatticeMatrixpalassoRcppRcppEigenshapesurvival
Stacked Elastic Net
Rendered fromarticle.Rmd
usingknitr::rmarkdown
on Oct 27 2024.Last update: 2024-09-27
Started: 2019-11-14
Stacked Elastic Net
Rendered fromscript.Rmd
usingknitr::rmarkdown
on Oct 27 2024.Last update: 2024-09-24
Started: 2020-04-30
Stacked Elastic Net
Rendered fromstarnet.Rmd
usingknitr::rmarkdown
on Oct 27 2024.Last update: 2024-09-27
Started: 2019-11-14
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Stacked Elastic Net Regression | starnet-package |
glmnet::cv.glmnet | .cv.glmnet |
Loss | .loss |
Simulation | .simulate .simulate.block |
Extract Coefficients | coef.starnet |
Model comparison | cv.starnet |
glmnet:::auc | glmnet.auc |
Makes Predictions | predict.starnet |
Print Values | print.starnet |
Stacked Elastic Net Regression | starnet |
Extract Weights | weights.starnet |