Some quality-of-life functions to streamline the process of fitting elastic net models with glmnet
, specifically:
glmnet.formula
provides a formula/data frame interface to glmnet
.cv.glmnet.formula
does a similar thing for cv.glmnet
.predict
and coef
for both the above.cva.glmnet
to choose both the alpha and lambda parameters via cross-validation, following the approach described in the help page for cv.glmnet
. Optionally does the cross-validation in parallel.plot
, predict
and coef
for the above.You can install the development version from Github using devtools::install_github
.
install.packages("devtools")
library(devtools)
install_github("hongooi73/glmnetUtils")
library(glmnetUtils)