tlverse / hal9001

🤠 📿 The Highly Adaptive Lasso
https://tlverse.org/hal9001
GNU General Public License v3.0
49 stars 15 forks source link

relaxing HAL constraints from `glmnet` defaults #56

Closed nhejazi closed 3 years ago

nhejazi commented 4 years ago

Asymptotically, it appears that a call to fit_hal, wrapping cv.glmnet, will lead to severely constrained fits that fail to capture a rich enough set of basis functions asymptotically. In a previous implementation, this was ameliorated by explicitly setting the lambda.min.ratio argument of glmnet to a low value (e.g., 0.01); we should consider something similar for fit_hal.