Changed conclusion drawn from density plot in
Basic Tutorial (#26)
fairmodels 0.2.2
fairness_check_data now instead of 0 has
NA due to concerns of interpretability - insignificant
difference could lead up to maximal value of loss. With that change when
NA is created user will see warning when plotting or
printing. This doesn’t affect other objects and plots.
Description fixes
Added metric_scores plot to basic tutorial
Updated new documentation in roc_pivot
fairmodels 0.2.1
bug related to fairness check plot fixed - rectangles
did not appear for low epsilon values
fairmodels 0.2.0
adhering to four-fifths (80%) rule - changed fairness check and
parity loss calculation. Now ratio is being calculated instead of
differences.(#17)
Some plots now have default fairness metrics - same as in
fairness_check
stack_metrics now has parameter
fairness_metrics
corrected vignettes
enhanced tests
fairmodels 0.1.1
changed examples in metric_scores function
changed DALEX URL in README
changed pre-processing to preprocessing in DESCRIPTION
fairmodels 0.1.0
main function fairness_check() implemented
various bias visualization functions implemented
pre-processing and post-processing bias mitigation techniques
implemented