glasp_cox: parsnip interface for GLASP - Cox Models

View source: R/glasp_cox.R

glasp_coxR Documentation

parsnip interface for GLASP - Cox Models

Description

parsnip interface for GLASP - Cox Models

Usage

glasp_cox(
  mode = "classification",
  l1 = NULL,
  l2 = NULL,
  frob = NULL,
  num_comp = NULL
)

Arguments

mode

A single character string for the type of model.

l1

Regularization in norm l1 (lasso)

l2

Regularization in norm l2 (ridge)

frob

Regularization in Frobenius norm. It is unique to glasp and controls the importance of the clustering on the variables. If frob=0, we want to fit a model equivalent to elastic-net, without clustering. If frob > l1+l2 means that we are more interested on the feature clustering than the variable selection. If frob > 1 we are more interested on finding clusters than on getting a linear model with good predictive power.

num_comp

Maximum number of clusters to search.

Value

A glasp_cox parsnip model


jlaria/glasp documentation built on Dec. 5, 2022, 6:42 a.m.