pen_function {glmnet}R Documentation

Elastic net penalty value

Description

Returns the elastic net penalty value without the lambda factor.

Usage

pen_function(coefficients, alpha = 1, vp = 1)

Arguments

coefficients

The model's coefficients (excluding intercept).

alpha

The elasticnet mixing parameter, with 0 \le \alpha \le 1.

vp

Penalty factors for each of the coefficients.

Details

The penalty is defined as

(1-\alpha)/2 \sum vp_j \beta_j^2 + \alpha \sum vp_j |\beta|.

Note the omission of the multiplicative lambda factor.


[Package glmnet version 4.1-8 Index]