Making Elastic Net, Lasso, and Ridge Regression Less Naive

This paper suggests two adjustments to elastic net.

It shows that for categorical variables, the answer depends on the choice of base class and recommends using a class with an effect in the middle of the range of class effects.

It also suggests an alternative way to scale predictors that performs better than standardizing variables.