R: Fairness Auditing and Debiasing for 'mlr3'

# Fairness Auditing and Debiasing for 'mlr3'

## Documentation for package ‘mlr3fairness’ version 0.4.0

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Package NEWS
- Package README

## Help Pages

adult | Adult Dataset
adult_test | Adult Dataset
adult_train | Adult Dataset
compare_metrics | Compare different metrics
Compas | COMPAS Dataset
compas | COMPAS Dataset
compute_metrics | Compute metrics for non-mlr3 predictions.
fairness_accuracy_tradeoff | Plot Fairness Accuracy Trade-offs
fairness_prediction_density | Probability Density Plot
fairness_tensor | Compute the Fairness Tensor given a Prediction and a Task
fairness_tensor.data.table | Compute the Fairness Tensor given a Prediction and a Task
fairness_tensor.PredictionClassif | Compute the Fairness Tensor given a Prediction and a Task
fairness_tensor.ResampleResult | Compute the Fairness Tensor given a Prediction and a Task
groupdiff_absdiff | Groupwise Operations
groupdiff_diff | Groupwise Operations
groupdiff_tau | Groupwise Operations
groupwise_metrics | Evaluate a metric on each protected subgroup in a task.
MeasureFairness | Base Measure for Fairness
MeasureFairnessComposite | Composite Fairness Measure
MeasureFairnessConstraint | Fairness Constraint Measure
MeasurePositiveProbability | Positive Probability Measure
MeasureSubgroup | Evaluate a metric on a subgroup
mlr_learners_fairness | Fair Learners in mlr3
mlr_measures_fairness | Fairness Measures in mlr3
mlr_measures_positive_probability | Positive Probability Measure
mlr_pipeops_equalized_odds | Equalized Odds Debiasing
mlr_pipeops_explicit_pta | PipeOpExplicitPta
mlr_pipeops_reweighing | Reweighing to balance disparate impact metric
PipeOpEOd | Equalized Odds Debiasing
PipeOpExplicitPta | PipeOpExplicitPta
PipeOpReweighingOversampling | Reweighing to balance disparate impact metric
PipeOpReweighingWeights | Reweighing to balance disparate impact metric
report_datasheet | Create a Datasheet for Documenting a Dataset
report_fairness | Create a Fairness Report
report_modelcard | Create a Modelcard
task_summary | Task summary for fairness report