Elastic Net, R, Data Science, Editors Pick, Thoughts And Theory.
Often, we want to reap the benefits of both ridge and LASSO, so an alpha — somewhere around 0.5 can both shrink coefficients to zero while also leveraging ridge regression’s coefficient reduction abilities. Pretty cool, right? One final point: lambda is not a parameter specified by the user.