Variable Importance Plots


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Documentation for package ‘vip’ version 0.4.1

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gen_friedman Friedman benchmark data
list_metrics List metrics
titanic Survival of Titanic passengers
titanic_mice Survival of Titanic passengers
vi Variable importance
vi.default Variable importance
vip Variable importance plots
vip.default Variable importance plots
vip.Learner Variable importance plots
vip.model_fit Variable importance plots
vip.workflow Variable importance plots
vip.WrappedModel Variable importance plots
vi_firm Variance-based variable importance
vi_firm.default Variance-based variable importance
vi_model Model-specific variable importance
vi_model.C5.0 Model-specific variable importance
vi_model.cforest Model-specific variable importance
vi_model.constparty Model-specific variable importance
vi_model.cubist Model-specific variable importance
vi_model.cv.glmnet Model-specific variable importance
vi_model.default Model-specific variable importance
vi_model.earth Model-specific variable importance
vi_model.gbm Model-specific variable importance
vi_model.glmnet Model-specific variable importance
vi_model.H2OBinomialModel Model-specific variable importance
vi_model.H2OMultinomialModel Model-specific variable importance
vi_model.H2ORegressionModel Model-specific variable importance
vi_model.Learner Model-specific variable importance
vi_model.lgb.Booster Model-specific variable importance
vi_model.lm Model-specific variable importance
vi_model.mixo_pls Model-specific variable importance
vi_model.mixo_spls Model-specific variable importance
vi_model.mlp Model-specific variable importance
vi_model.ml_model_decision_tree_classification Model-specific variable importance
vi_model.ml_model_decision_tree_regression Model-specific variable importance
vi_model.ml_model_gbt_classification Model-specific variable importance
vi_model.ml_model_gbt_regression Model-specific variable importance
vi_model.ml_model_generalized_linear_regression Model-specific variable importance
vi_model.ml_model_linear_regression Model-specific variable importance
vi_model.ml_model_random_forest_classification Model-specific variable importance
vi_model.ml_model_random_forest_regression Model-specific variable importance
vi_model.model_fit Model-specific variable importance
vi_model.mvr Model-specific variable importance
vi_model.nn Model-specific variable importance
vi_model.nnet Model-specific variable importance
vi_model.RandomForest Model-specific variable importance
vi_model.randomForest Model-specific variable importance
vi_model.ranger Model-specific variable importance
vi_model.rpart Model-specific variable importance
vi_model.train Model-specific variable importance
vi_model.workflow Model-specific variable importance
vi_model.WrappedModel Model-specific variable importance
vi_model.xgb.Booster Model-specific variable importance
vi_permute Permutation-based variable importance
vi_permute.default Permutation-based variable importance
vi_shap SHAP-based variable importance
vi_shap.default SHAP-based variable importance