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Use data y_hat mean centering in ale plot #126

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hbaniecki opened this issue Aug 28, 2020 · 0 comments · Fixed by #129
Closed

Use data y_hat mean centering in ale plot #126

hbaniecki opened this issue Aug 28, 2020 · 0 comments · Fixed by #129
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@hbaniecki
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E.g. centering depends on variables.

library("DALEX")
library("ranger")
titanic_ranger_model <- ranger(survived~., data = titanic_imputed, num.trees = 50,
                               probability = TRUE)
explainer_ranger  <- explain(titanic_ranger_model, data = titanic_imputed)
mp1 <- model_profile(explainer_ranger, variables='sibsp', type='accumulated', N=3000)
mean(mp1$cp_profiles$`_yhat_`, na.rm = TRUE)
mean(mp1$agr_profiles$`_yhat_`, na.rm = TRUE)
mp2 <- model_profile(explainer_ranger, type='accumulated', N=3000)
mean(mp2$cp_profiles$`_yhat_`, na.rm = TRUE)
mean(mp2$agr_profiles$`_yhat_`, na.rm = TRUE)
plot(mp1)
plot(mp2, variables='sibsp')
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