print_all_cutoffs: Print all cutoffs

In ModelOriented/FairModels: Flexible Tool for Bias Detection, Visualization, and Mitigation

Print all cutoffs

Description

Print all cutoffs

Usage

## S3 method for class 'all_cutoffs'
print(x, ..., label = NULL)

Arguments

x	all_cuttofs object
...	other print parameters
label	character, label of model to plot. Default NULL. If default prints all models.

Examples

data("german")

y_numeric <- as.numeric(german$Risk) - 1

lm_model <- glm(Risk ~ .,
  data = german,
  family = binomial(link = "logit")
)

rf_model <- ranger::ranger(Risk ~ .,
  data = german,
  probability = TRUE,
  num.trees = 200,
  num.threads = 1
)

explainer_lm <- DALEX::explain(lm_model, data = german[, -1], y = y_numeric)
explainer_rf <- DALEX::explain(rf_model, data = german[, -1], y = y_numeric)

fobject <- fairness_check(explainer_lm, explainer_rf,
  protected = german$Sex,
  privileged = "male"
)

ac <- all_cutoffs(fobject,
  fairness_metrics = c(
    "TPR",
    "FPR"
  )
)
print(ac)

ModelOriented/FairModels documentation built on Aug. 30, 2022, 5:48 p.m.