ModelOriented / ingredients

Effects and Importances of Model Ingredients
https://modeloriented.github.io/ingredients/
GNU General Public License v3.0
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Error in FI/PDP on model with one variable #137

Closed hbaniecki closed 3 years ago

hbaniecki commented 3 years ago

related to: https://github.com/ModelOriented/modelStudio/issues/99

hbaniecki commented 3 years ago
library(DALEX)
titanic_imputed_sub <- subset(titanic_imputed, select = c("survived", "class"))
model_titanic <- glm(survived ~ class, data = titanic_imputed_sub, family = "binomial")

# create an explainer for the model
explainer_titanic <- explain(model_titanic,
                             data = titanic_imputed_sub[, 2, drop=FALSE],
                             y = titanic_imputed$survived,
                             label = "Titanic GLM")

fi <- ingredients::feature_importance(explainer_titanic$model,
                                      explainer_titanic$data,
                                      explainer_titanic$y)

plot(fi)

pdp <- ingredients::partial_dependence(explainer_titanic$model,
                                       explainer_titanic$data)

plot(pdp)
pbiecek commented 3 years ago

thanks