Files in ModelOriented/FairModels

Flexible Tool for Bias Detection, Visualization, and Mitigation

.Rbuildignore

.gitattributes

.github/.gitignore

.github/workflows/R-CMD-check.yaml

.github/workflows/pkgdown.yaml

.github/workflows/pr-commands.yaml

.github/workflows/test-coverage.yaml

.gitignore

DESCRIPTION

FairModels.Rproj

LICENSE

NAMESPACE

NEWS.md R/all_cutoffs.R R/calculate_group_fairness_metrics.R R/ceteris_paribus_cutoff.R R/choose_metric.R R/confusion_matrix.R R/data_adult.R R/data_adult_test.R R/data_compas.R R/data_german.R R/disparate_impact_remover.R R/expand_fairness_object.R R/fairness_check.R R/fairness_check_regression.R R/fairness_heatmap.R R/fairness_pca.R R/fairness_radar.R R/group_matrices.R R/group_metric.R R/group_model_performance.R R/helper_functions.R R/metric_scores.R R/performance_and_fairness.R R/plot_all_cutoffs.R R/plot_ceteris_paribus_cutoff.R R/plot_chosen_metric.R R/plot_density.R R/plot_fairmodels.R R/plot_fairness_heatmap.R R/plot_fairness_object.R R/plot_fairness_pca.R R/plot_fairness_radar.R R/plot_fairness_regression_object.R R/plot_group_metric.R R/plot_metric_scores.R R/plot_performance_and_fairness.R R/plot_stacked_metrics.R R/pre_process_data.R R/print.R R/regression_metrics.R R/resample.R R/reweight.R R/roc_pivot.R R/stack_metrics.R README.md

_pkgdown.yml

codecov.yml

data/adult.rda

data/adult_test.rda

data/compas.rda

data/german.rda

docs/404.html

docs/LICENSE-text.html

docs/MI2logo.jpg

docs/apple-touch-icon-120x120.png

docs/apple-touch-icon-152x152.png

docs/apple-touch-icon-180x180.png

docs/apple-touch-icon-60x60.png

docs/apple-touch-icon-76x76.png

docs/apple-touch-icon.png

docs/articles/Advanced_tutorial.html

docs/articles/Advanced_tutorial_files/accessible-code-block-0.0.1/empty-anchor.js

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-10-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-11-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-13-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-14-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-15-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-17-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-6-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-8-1.png

docs/articles/Advanced_tutorial_files/figure-html/unnamed-chunk-9-1.png

docs/articles/Advanced_tutorial_files/header-attrs-2.3/header-attrs.js

docs/articles/Basic_tutorial.html

docs/articles/Basic_tutorial_files/accessible-code-block-0.0.1/empty-anchor.js

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-11-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-12-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-14-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-15-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-16-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-17-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-18-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-19-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-20-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-21-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-22-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-23-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-24-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-26-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-27-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-28-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-3-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-6-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-7-1.png

docs/articles/Basic_tutorial_files/figure-html/unnamed-chunk-8-1.png

docs/articles/Basic_tutorial_files/header-attrs-2.1/header-attrs.js

docs/articles/Basic_tutorial_files/header-attrs-2.3/header-attrs.js

docs/articles/index.html

docs/articles/tutorial.html

docs/articles/tutorial_files/figure-html/unnamed-chunk-10-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-11-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-12-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-13-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-14-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-15-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-16-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-17-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-18-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-19-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-20-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-21-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-22-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-23-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-24-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-3-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-5-1.png

docs/articles/tutorial_files/figure-html/unnamed-chunk-6-1.png

docs/articles/tutorial_files/header-attrs-2.1/header-attrs.js

docs/authors.html

docs/bootstrap-toc.css

docs/bootstrap-toc.js

docs/dalexverse-2.css

docs/dalexverse.css

docs/docsearch.css

docs/docsearch.js

docs/drwhy_znak_violet.jpg

docs/drwhy_znak_violet_small.jpg

docs/drwhylogo.jpg

docs/favicon-16x16.png

docs/favicon-32x32.png

docs/favicon.ico

docs/index.html

docs/jquery.sticky-kit.min.js

docs/link.svg

docs/logo.png

docs/news/index.html

docs/pkgdown.css

docs/pkgdown.js

docs/pkgdown.yml

docs/reference/adult.html

docs/reference/adult_test.html

docs/reference/all_cutoffs-1.png

docs/reference/all_cutoffs.html

docs/reference/calculate_group_fairness_metrics.html

docs/reference/ceteris_paribus_cutoff-1.png

docs/reference/ceteris_paribus_cutoff-2.png

docs/reference/ceteris_paribus_cutoff.html

docs/reference/choose_metric-1.png

docs/reference/choose_metric.html

docs/reference/compas.html

docs/reference/confusion_matrx.html

docs/reference/create_fairness_object-1.png

docs/reference/create_fairness_object.html

docs/reference/create_fairness_pca.html

docs/reference/demographic_parity-1.png

docs/reference/demographic_parity.html

docs/reference/disparate_impact_remover-1.png

docs/reference/disparate_impact_remover-2.png

docs/reference/disparate_impact_remover-3.png

docs/reference/disparate_impact_remover-4.png

docs/reference/disparate_impact_remover.html

docs/reference/expand_fairness_object.html

docs/reference/fairness_check-1.png

docs/reference/fairness_check.html

docs/reference/fairness_heatmap-1.png

docs/reference/fairness_heatmap.html

docs/reference/fairness_pca-1.png

docs/reference/fairness_pca.html

docs/reference/fairness_radar-1.png

docs/reference/fairness_radar.html

docs/reference/figures/Rplot.png

docs/reference/figures/acp.png

docs/reference/figures/class_diagram.png

docs/reference/figures/cpc.png

docs/reference/figures/cpc_cummulated.png

docs/reference/figures/fairness_check.png

docs/reference/figures/flowchart.png

docs/reference/figures/formulas/acc.jpg

docs/reference/figures/formulas/explain.jpg

docs/reference/figures/formulas/explain.png

docs/reference/figures/formulas/f1.jpg

docs/reference/figures/formulas/fdr.jpg

docs/reference/figures/formulas/fnr.jpg

docs/reference/figures/formulas/for.jpg

docs/reference/figures/formulas/fpr.jpg

docs/reference/figures/formulas/i.jpg

docs/reference/figures/formulas/mcc.jpg

docs/reference/figures/formulas/npv.jpg

docs/reference/figures/formulas/parity_loss.jpg

docs/reference/figures/formulas/parity_loss.png

docs/reference/figures/formulas/ppv.jpg

docs/reference/figures/formulas/stp.jpg

docs/reference/figures/formulas/tnr.jpg

docs/reference/figures/formulas/tpr.jpg

docs/reference/figures/formulas/tprjpg

docs/reference/figures/formulas/ts.jpg

docs/reference/figures/group.png

docs/reference/figures/heatmap.png

docs/reference/figures/logo.png

docs/reference/figures/perf.png

docs/reference/figures/preview.gif

docs/reference/figures/radar.png

docs/reference/german.html

docs/reference/group_matrices.html

docs/reference/group_metric-1.png

docs/reference/group_metric.html

docs/reference/group_metrices.html

docs/reference/group_model_performance.html

docs/reference/index.html

docs/reference/metric_scores-1.png

docs/reference/metric_scores.html

docs/reference/performance_and_fairness-1.png

docs/reference/performance_and_fairness.html

docs/reference/performance_with_fairness-1.png

docs/reference/performance_with_fairness.html

docs/reference/plot.fairness_check-1.png

docs/reference/plot.fairness_check.html

docs/reference/plot.group_metric-1.png

docs/reference/plot.group_metric.html

docs/reference/plot.performance_with_fairness-1.png

docs/reference/plot.performance_with_fairness.html

docs/reference/plot_all_cutoffs-1.png

docs/reference/plot_all_cutoffs.html

docs/reference/plot_ceteris_paribus_cutoff-1.png

docs/reference/plot_ceteris_paribus_cutoff-2.png

docs/reference/plot_ceteris_paribus_cutoff.html

docs/reference/plot_choosen_metric-1.png

docs/reference/plot_choosen_metric.html

docs/reference/plot_chosen_metric-1.png

docs/reference/plot_chosen_metric.html

docs/reference/plot_density-1.png

docs/reference/plot_density.html

docs/reference/plot_fairmodels-1.png

docs/reference/plot_fairmodels-2.png

docs/reference/plot_fairmodels.html

docs/reference/plot_fairness_and_performance-1.png

docs/reference/plot_fairness_and_performance.html

docs/reference/plot_fairness_heatmap-1.png

docs/reference/plot_fairness_heatmap.html

docs/reference/plot_fairness_object-1.png

docs/reference/plot_fairness_object.html

docs/reference/plot_fairness_pca-1.png

docs/reference/plot_fairness_pca.html

docs/reference/plot_fairness_radar-1.png

docs/reference/plot_fairness_radar.html

docs/reference/plot_group_metric-1.png

docs/reference/plot_group_metric.html

docs/reference/plot_heatmap-1.png

docs/reference/plot_heatmap.html

docs/reference/plot_metric_scores-1.png

docs/reference/plot_metric_scores.html

docs/reference/plot_performance_and_fairness-1.png

docs/reference/plot_performance_and_fairness.html

docs/reference/plot_performance_with_fairness-1.png

docs/reference/plot_performance_with_fairness.html

docs/reference/plot_stacked_barplot-1.png

docs/reference/plot_stacked_barplot-2.png

docs/reference/plot_stacked_barplot.html

docs/reference/plot_stacked_metrics-1.png

docs/reference/plot_stacked_metrics.html

docs/reference/plot_two_models-1.png

docs/reference/plot_two_models.html

docs/reference/pre_process_data.html

docs/reference/print.ceteris_paribus_cutoff.html

docs/reference/print.fairness_object.html

docs/reference/print.fairness_pca.html

docs/reference/print.fairness_radar.html

docs/reference/print.stacked_metrics.html

docs/reference/print_all_cutoffs.html

docs/reference/print_ceteris_paribus_cutoff.html

docs/reference/print_choosen_metric.html

docs/reference/print_chosen_metric.html

docs/reference/print_fairness_check.html

docs/reference/print_fairness_heatmap.html

docs/reference/print_fairness_object.html

docs/reference/print_fairness_pca.html

docs/reference/print_fairness_radar.html

docs/reference/print_group_metri.html

docs/reference/print_group_metric.html

docs/reference/print_metric_scores.html

docs/reference/print_performance_and_fairness.html

docs/reference/print_stacked_metrics.html

docs/reference/resample-1.png

docs/reference/resample.html

docs/reference/reweight-1.png

docs/reference/reweight-2.png

docs/reference/reweight.html

docs/reference/roc_pivot-1.png

docs/reference/roc_pivot-2.png

docs/reference/roc_pivot.html

docs/tocBullet.svg

inst/CITATION

inst/WORDLIST

man/adult.Rd man/adult_test.Rd man/all_cutoffs.Rd man/calculate_group_fairness_metrics.Rd man/ceteris_paribus_cutoff.Rd man/choose_metric.Rd man/compas.Rd man/confusion_matrx.Rd man/disparate_impact_remover.Rd man/expand_fairness_object.Rd man/fairness_check.Rd man/fairness_check_regression.Rd man/fairness_heatmap.Rd man/fairness_pca.Rd man/fairness_radar.Rd

man/figures/class_diagram.png

man/figures/flowchart.png

man/figures/formulas/acc.jpg

man/figures/formulas/explain.jpg

man/figures/formulas/explain.png

man/figures/formulas/f1.jpg

man/figures/formulas/fdr.jpg

man/figures/formulas/fnr.jpg

man/figures/formulas/for.jpg

man/figures/formulas/fpr.jpg

man/figures/formulas/i.jpg

man/figures/formulas/mcc.jpg

man/figures/formulas/npv.jpg

man/figures/formulas/parity_loss.jpg

man/figures/formulas/parity_loss.png

man/figures/formulas/ppv.jpg

man/figures/formulas/stp.jpg

man/figures/formulas/tnr.jpg

man/figures/formulas/tpr.jpg

man/figures/formulas/tprjpg

man/figures/formulas/ts.jpg

man/figures/logo.png

man/figures/preview.gif

man/german.Rd man/group_matrices.Rd man/group_metric.Rd man/group_model_performance.Rd man/instructions/adding_new_metric.md man/metric_scores.Rd man/performance_and_fairness.Rd man/plot_all_cutoffs.Rd man/plot_ceteris_paribus_cutoff.Rd man/plot_chosen_metric.Rd man/plot_density.Rd man/plot_fairmodels.Rd man/plot_fairness_heatmap.Rd man/plot_fairness_object.Rd man/plot_fairness_pca.Rd man/plot_fairness_radar.Rd man/plot_fairness_regression_object.Rd man/plot_group_metric.Rd man/plot_metric_scores.Rd man/plot_performance_and_fairness.Rd man/plot_stacked_barplot.Rd man/plot_stacked_metrics.Rd man/pre_process_data.Rd man/print_all_cutoffs.Rd man/print_ceteris_paribus_cutoff.Rd man/print_chosen_metric.Rd man/print_fairness_heatmap.Rd man/print_fairness_object.Rd man/print_fairness_pca.Rd man/print_fairness_radar.Rd man/print_fairness_regression_object.Rd man/print_group_metric.Rd man/print_metric_scores.Rd man/print_performance_and_fairness.Rd man/print_stacked_metrics.Rd man/regression_metrics.Rd man/resample.Rd man/reweight.Rd man/roc_pivot.Rd

pkgdown/favicon/apple-touch-icon-120x120.png

pkgdown/favicon/apple-touch-icon-152x152.png

pkgdown/favicon/apple-touch-icon-180x180.png

pkgdown/favicon/apple-touch-icon-60x60.png

pkgdown/favicon/apple-touch-icon-76x76.png

pkgdown/favicon/apple-touch-icon.png

pkgdown/favicon/favicon-16x16.png

pkgdown/favicon/favicon-32x32.png

pkgdown/favicon/favicon.ico

tests/testthat.R tests/testthat/helper_objects.R tests/testthat/test_all_cutoffs.R tests/testthat/test_ceteris_paribus_with_plot.R tests/testthat/test_choose_metric.R tests/testthat/test_confusion_matrices_computation.R tests/testthat/test_disparate_impact_remover.R tests/testthat/test_expand_fairness_object.R tests/testthat/test_fairness_check.R tests/testthat/test_fairness_check_regression.R tests/testthat/test_fairness_object.R tests/testthat/test_fairness_radar_and_plot.R tests/testthat/test_group_metric.R tests/testthat/test_heatmap.R tests/testthat/test_helper_functions.R tests/testthat/test_metric_scores_with_plot.R tests/testthat/test_pca_fairness_with_plot.R tests/testthat/test_performance_and_fairness.R tests/testthat/test_plot_density.R tests/testthat/test_plot_fairmodels.R tests/testthat/test_resample.R tests/testthat/test_reweight.R tests/testthat/test_roc_pivot.R tests/testthat/test_stack_metrics_and_plot.R

vignettes/.gitignore

vignettes/Advanced_tutorial.Rmd vignettes/Basic_tutorial.Rmd

vignettes/references.bib

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