starnet-package {starnet} | R Documentation |
Stacked Elastic Net Regression
Description
The R package starnet
implements stacked elastic net regression.
The elastic net generalises ridge and lasso regularisation.
Instead of fixing or tuning the mixing parameter alpha,
we combine multiple alphas by stacked generalisation.
Details
Use function starnet
for model fitting.
Type library(starnet)
and then ?starnet
or
help("starnet)"
to open its help file.
See the vignette for further examples.
Type vignette("starnet")
or browseVignettes("starnet")
to open the vignette.
Author(s)
Maintainer: Armin Rauschenberger armin.rauschenberger@uni.lu (ORCID)
References
Armin Rauschenberger, Enrico Glaab, and Mark A. van de Wiel (2021). "Predictive and interpretable models via the stacked elastic net". Bioinformatics 37(14):2012-2016. doi:10.1093/bioinformatics/btaa535. (Click here to access PDF.)
See Also
Useful links:
Report bugs at https://github.com/rauschenberger/starnet/issues