Closed hbaniecki closed 3 years ago
related to: ModelOriented/modelStudio#99
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$survived, label = "Titanic GLM") sh <- iBreakDown::shap(explainer_titanic, titanic_imputed_sub[1,,drop=FALSE]) plot(sh) library(ranger) temp <- subset(HR, select = c("status", "age")) model_ranger <- ranger(status ~., temp, probability = TRUE) explainer_ranger <- explain(model_ranger, data = temp[,2, drop=FALSE], y = temp$status) sh <- iBreakDown::shap(explainer_ranger, B=2, new_observation = temp[1, ,drop=FALSE]) plot(sh)
related to: ModelOriented/modelStudio#99