glmnet.measures

Produces a list of names of measures

models

Extremely efficient procedures for fitting the entire lasso or elastic-net regularization path for linear regression, logistic and multinomial regression models, Poisson regression, Cox model, multiple-response Gaussian, and the grouped multinomial regression; see <doi:10.18637/jss.v033.i01> and <doi:10.18637/jss.v039.i05>. There are two new and important additions. The family argument can be a GLM family object, which opens the door to any programmed family (<doi:10.18637/jss.v106.i01>). This comes with a modest computational cost, so when the built-in families suffice, they should be used instead. The other novelty is the relax option, which refits each of the active sets in the path unpenalized. The algorithm uses cyclical coordinate descent in a path-wise fashion, as described in the papers cited.

Trevor Hastie

glmnet

Lasso and Elastic-Net Regularized Generalized Linear Models

Jerome Friedman

Rob Tibshirani

Balasubramanian Narasimhan

Kenneth Tay

Noah Simon

Junyang Qian

James Yang

glmnet.measures function

<dl><dt>family</dt>
<dd>If a "glmnet" family is supplied, a list of the names of
measures available for that family are produced. Default is "all", in which
case the names of measures for all families are produced.</dd></dl>

Arguments

Trevor Hastie Maintainer: Trevor Hastie
<a href="/link/hastie%40stanford.edu?package=glmnet&version=4.1-8" data-mini-rdoc="glmnet::hastie@stanford.edu">hastie@stanford.edu</a>

Author

Display the names of the measures used in CV for different "glmnet" families — glmnet.measures

<dl>

<dt>family</dt>
<dd>If a "glmnet" family is supplied, a list of the names of
measures available for that family are produced. Default is "all", in which
case the names of measures for all families are produced.</dd>

</dl>

Trevor Hastie Maintainer: Trevor Hastie
<a href='mailto:hastie@stanford.edu'>hastie@stanford.edu</a>

glmnet.measures: Display the names of the measures used in CV for different "glmnet" families

Description

Usage

Arguments

Author

Details

See Also