Using overlap grouped lasso penalties, gamsel selects whether a term in a gam is nonzero, linear, or a non-linear spline (up to a specified max df per variable). It fits the entire regularization path on a grid of values for the overall penalty lambda, both for gaussian and binomial families.
Details
Package:
gamsel
Type:
Package
Version:
1.0
Date:
2015-06-05
License:
What license is it under?
Accepts x, y data and complexity/tuning parameters. Key functions:
gamsel predict.gamsel plot.gamsel print.gamsel summary.gamsel cv.gamsel plot.cv.gamsel
Author(s)
Alexandra Chouldechova, Trevor Hastie
Maintainer: Trevor Hastie hastie@stanford.edu