familiarVimpMethod-class: Variable importance method object.

In familiar: End-to-End Automated Machine Learning and Model Evaluation

Variable importance method object.

Description

The familiarVimpMethod class is the parent class for all variable importance methods in familiar.

Slots

outcome_type

Outcome type of the data to be evaluated using the object.

hyperparameters

Set of hyperparameters for the variable importance method.

vimp_method

The character string indicating the variable importance method.

multivariate

Flags whether the variable importance method is multivariate vs. univariate.

outcome_info

Outcome information object, which contains additional information concerning the outcome, such as class levels.

feature_info

List of objects containing feature information, e.g., name, class levels, transformation, normalisation and clustering parameters.

required_features

The set of features to be assessed by the variable importance method.

package

Name of the package(s) required to execute the variable importance method.

run_table

Run table for the data to be assessed by the variable importance method. Used internally.

project_id

Identifier of the project that generated the familiarVimpMethod object.

familiar documentation built on Sept. 30, 2024, 9:18 a.m.