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gamsel (version 1.8-2)

Fit Regularization Path for Generalized Additive Models

Description

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.

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Version

Install

install.packages('gamsel')

Monthly Downloads

244

Version

1.8-2

License

GPL-2

Maintainer

Trevor Hastie

Last Published

February 4th, 2022

Functions in gamsel (1.8-2)

print.gamsel

print a gamsel object
basis.gen

Generate basis
gamsel-internal

Internal gamsel functions
plot.cv.gamsel

Plotting Routine for Gamsel Cross-Validation Object
gamsel

Fit Regularization Path for Gaussian or Binomial Generalized Additive Model
pseudo.bases

Generate pseudo-spline bases
predict.gamsel

Gamsel Prediction Routine
cv.gamsel

Cross-validation Routine for Gamsel
plot.gamsel

Plotting Routine gamsel Object
gamsel-package

Fit Regularization Path for Generalized Additive Models
summary.gamsel

Gamsel summary routine
getActive

Returns active variables