Lrnr_earth: Earth: Multivariate Adaptive Regression Splines

In Larsvanderlaan/npcausalML: Nonparametric estimation of the relative risk function

Earth: Multivariate Adaptive Regression Splines

Description

This learner provides fitting procedures for building regression models thru the spline regression techniques described in

Super class

sl3::Lrnr_base -> Lrnr_earth

Methods

Public methods

• Lrnr_earth$new()

• Lrnr_earth$clone()

Inherited methods

• sl3::Lrnr_base$assert_trained()
• sl3::Lrnr_base$base_chain()
• sl3::Lrnr_base$base_predict()
• sl3::Lrnr_base$base_train()
• sl3::Lrnr_base$chain()
• sl3::Lrnr_base$custom_chain()
• sl3::Lrnr_base$get_outcome_range()
• sl3::Lrnr_base$get_outcome_type()
• sl3::Lrnr_base$predict()
• sl3::Lrnr_base$predict_fold()
• sl3::Lrnr_base$print()
• sl3::Lrnr_base$process_formula()
• sl3::Lrnr_base$reparameterize()
• sl3::Lrnr_base$retrain()
• sl3::Lrnr_base$sample()
• sl3::Lrnr_base$set_train()
• sl3::Lrnr_base$subset_covariates()
• sl3::Lrnr_base$train()
• sl3::Lrnr_base$train_sublearners()

---

Method new()

Usage

Lrnr_earth$new(
  degree = 2,
  penalty = 3,
  pmethod = "backward",
  nfold = 0,
  ncross = 1,
  minspan = 0,
  endspan = 0,
  ...
)

---

Method clone()

The objects of this class are cloneable with this method.

Usage

Lrnr_earth$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

Larsvanderlaan/npcausalML documentation built on July 30, 2023, 4:32 p.m.