├── .Rbuildignore ├── .gitattributes ├── .gitignore ├── .nojekyll ├── CFA.Rproj ├── DESCRIPTION ├── LICENSE.md ├── NAMESPACE ├── R ├── causal-forest.R ├── ci-helpers.R ├── data.R ├── fair-cause-generics.R ├── fair-cause.R ├── fair-decision-generics.R ├── fair-decisions.R ├── fair-prediction-generics.R ├── fair-prediction-helpers.R ├── fair-predictions.R ├── globals.R ├── mediation-dml.R ├── one-step-debiased.R ├── sfm-proj.R └── utils.R ├── README.Rmd ├── README.md ├── data-raw ├── adult-from-raw.R └── census-from-raw.R ├── data ├── berkeley.rda ├── compas.rda └── gov_census.rda ├── docs ├── about.html ├── figs │ ├── a.png │ ├── b.png │ ├── c.png │ ├── d.png │ └── sfm.png ├── index.html ├── pages │ ├── census-t1.html │ ├── census-t1_files │ │ └── figure-html │ │ │ └── fig-census-cookbook-1.png │ ├── ci-tests.html │ ├── ci-tests_files │ │ └── figure-html │ │ │ ├── fig-adult-ci-1.png │ │ │ └── fig-compas-ci-1.png │ ├── college-admissions-t1.html │ ├── college-admissions-t1_files │ │ └── figure-html │ │ │ └── fig-north-cookbook-1.png │ ├── compas-t1-extended.html │ ├── compas-t1-extended_files │ │ └── figure-html │ │ │ ├── fig-compas-bn-1.png │ │ │ └── fig-compas-cookbook-1.png │ ├── compas-t1.html │ ├── compas-t1_files │ │ └── figure-html │ │ │ ├── unnamed-chunk-2-1.png │ │ │ ├── unnamed-chunk-3-1.png │ │ │ └── unnamed-chunk-4-1.png │ ├── compas-t2.html │ ├── compas-t2_files │ │ └── figure-html │ │ │ ├── fig-compas-fairadapt-1.png │ │ │ ├── fig-compas-fairpred-1.png │ │ │ ├── unnamed-chunk-7-1.png │ │ │ ├── unnamed-chunk-8-1.png │ │ │ └── unnamed-chunk-9-1.png │ ├── outcome-control.html │ ├── outcome-control_files │ │ └── figure-html │ │ │ ├── unnamed-chunk-2-1.png │ │ │ ├── unnamed-chunk-4-1.png │ │ │ ├── unnamed-chunk-6-1.png │ │ │ └── unnamed-chunk-7-1.png │ ├── python-use.html │ ├── shai-challenge.html │ ├── shai-challenge_files │ │ └── figure-html │ │ │ ├── fig-eo-decomp-1.png │ │ │ ├── fig-north-cookbook-1.png │ │ │ └── fig-vis-recid-1.png │ ├── t1-admissions-over-time.html │ ├── t1-admissions-over-time_files │ │ └── figure-html │ │ │ └── fig-north-cookbook-1.png │ ├── t1-census.html │ ├── t1-census_files │ │ └── figure-html │ │ │ └── fig-census-cookbook-1.png │ ├── t1-compas-beyond-sfm.html │ ├── t1-compas-beyond-sfm_files │ │ └── figure-html │ │ │ ├── fig-compas-bn-1.png │ │ │ └── fig-compas-cookbook-1.png │ ├── t1-compas-y-yhat.html │ ├── t1-compas-y-yhat_files │ │ └── figure-html │ │ │ ├── unnamed-chunk-2-1.png │ │ │ ├── unnamed-chunk-3-1.png │ │ │ └── unnamed-chunk-4-1.png │ ├── t1-icu-mortality.html │ ├── t1-icu-mortality_files │ │ └── figure-html │ │ │ ├── autoplot-1.png │ │ │ └── unnamed-chunk-1-1.png │ ├── t2-compas-fpt-inthe-wild.html │ ├── t2-compas-fpt-inthe-wild_files │ │ └── figure-html │ │ │ ├── fig-compas-fairadapt-1.png │ │ │ ├── fig-compas-fairpred-1.png │ │ │ └── unnamed-chunk-9-1.png │ ├── t2-compas-neural-inproc.html │ ├── t2-compas-neural-inproc_files │ │ └── figure-html │ │ │ ├── autoplot-1.png │ │ │ └── plot-both-decomps-1.png │ ├── t3-mimic-respirators.html │ ├── t3-mimic-respirators_files │ │ └── figure-html │ │ │ ├── decompose-decision-1.png │ │ │ ├── decompose-delta-1.png │ │ │ └── inspect-BF-1.png │ ├── t3-surgeries.html │ └── t3-surgeries_files │ │ └── figure-html │ │ ├── unnamed-chunk-2-1.png │ │ ├── unnamed-chunk-4-1.png │ │ ├── unnamed-chunk-6-1.png │ │ └── unnamed-chunk-7-1.png ├── search.json ├── site_libs │ ├── bootstrap │ │ ├── bootstrap-icons.css │ │ ├── bootstrap-icons.woff │ │ ├── bootstrap.min.css │ │ └── bootstrap.min.js │ ├── clipboard │ │ └── clipboard.min.js │ ├── quarto-html │ │ ├── anchor.min.js │ │ ├── popper.min.js │ │ ├── quarto-syntax-highlighting.css │ │ ├── quarto.js │ │ ├── tippy.css │ │ └── tippy.umd.min.js │ ├── quarto-nav │ │ ├── headroom.min.js │ │ └── quarto-nav.js │ └── quarto-search │ │ ├── autocomplete.umd.js │ │ ├── fuse.min.js │ │ └── quarto-search.js └── styles.css ├── inst ├── extdata │ ├── berkeley.csv │ ├── census.csv │ ├── compas-scores-two-years.csv │ └── sfm-projections.json └── python │ └── neural-learning.py ├── man ├── SFM_proj.Rd ├── berkeley.Rd ├── compas.Rd ├── fair_decisions.Rd ├── fair_predictions.Rd ├── fairness_cookbook.Rd ├── figures │ └── README-CFA-1.png └── gov_census.Rd ├── py ├── reductions_compas.py └── reweighing_compas.py ├── quarto-webpage ├── .gitignore ├── _quarto.yml ├── bib │ ├── CFA.bib │ └── shai.bib ├── figs │ ├── a.png │ ├── b.png │ ├── c.png │ ├── d.png │ └── sfm.png ├── index.qmd ├── pages │ ├── ci-tests.Rmd │ ├── python-use.qmd │ ├── t1-admissions-over-time.Rmd │ ├── t1-census.Rmd │ ├── t1-compas-beyond-sfm.Rmd │ ├── t1-compas-y-yhat.Rmd │ ├── t1-de-heterogeneity.Rmd │ ├── t1-icu-mortality.Rmd │ ├── t2-compas-fpt-inthe-wild.Rmd │ ├── t2-compas-neural-inproc.Rmd │ ├── t2-icu-mortality-mtg.Rmd │ ├── t3-mimic-respirators.Rmd │ └── t3-surgeries.qmd ├── render.R └── styles.css ├── scripts ├── ci-testing │ ├── comparison.R │ ├── dynamic-visualization.R │ └── euler │ │ └── ate-comparison-euler.R ├── eo │ └── eo-example.R ├── examples-manuscript │ ├── indep-tests.R │ ├── nde-fail-example.R │ ├── obs-disp.R │ ├── oracle-vs-dm.R │ ├── ot-surface.R │ ├── startup-hiring-iii-A.R │ └── who-is-who.R ├── fair-cause │ └── boot-crf.R ├── fair-decision │ ├── concept-dict.json │ ├── data-sources.json │ ├── helpers │ │ ├── callbacks.R │ │ └── load-utils.R │ ├── mimic-iv-er-triage.R │ └── right-heart-catheterization.R ├── fair-prediction │ ├── compas-csp-cpp.R │ ├── compas-icml23.R │ ├── compas-preprocessed.csv │ ├── fair-pred-task.R │ ├── fair-predictions-neural.R │ ├── fpt-geometry.R │ └── fpt-linear-scms.R └── section-6 │ ├── compas-business-necessity.R │ ├── drf-beyond-sfm.R │ └── spurious-examples │ ├── spurious-ID-examples.R │ └── spurious-ID.R ├── tests ├── testthat.R └── testthat │ ├── _snaps │ ├── generics.md │ ├── generics │ │ ├── auto_linear_medDML.png │ │ ├── auto_ranger_causal_forest.png │ │ ├── auto_ranger_debiasing.png │ │ ├── auto_ranger_medDML.png │ │ ├── both_ranger_causal_forest.png │ │ ├── both_ranger_medDML.png │ │ ├── unsigned_ranger_causal_forest.png │ │ ├── unsigned_ranger_debiasing.png │ │ └── unsigned_ranger_medDML.png │ ├── sfm-proj.md │ └── synthetic │ │ ├── synth1.png │ │ ├── synth2.png │ │ └── synth3.png │ ├── helpers-correctness.R │ ├── helpers.R │ ├── test-cis.R │ ├── test-correctness.R │ ├── test-crf.R │ ├── test-empty.R │ ├── test-fair-decisions.R │ ├── test-fair-predictions.R │ ├── test-faircause.R │ ├── test-generics.R │ ├── test-non-overlap.R │ ├── test-osd.R │ ├── test-params-nboot.R │ ├── test-sfm-proj.R │ ├── test-synthetic.R │ └── test-type-consistency.R └── vignettes └── .gitignore /.Rbuildignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/.Rbuildignore -------------------------------------------------------------------------------- /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/.gitattributes -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/.gitignore -------------------------------------------------------------------------------- /.nojekyll: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /CFA.Rproj: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/CFA.Rproj -------------------------------------------------------------------------------- /DESCRIPTION: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/DESCRIPTION -------------------------------------------------------------------------------- /LICENSE.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/LICENSE.md -------------------------------------------------------------------------------- /NAMESPACE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/NAMESPACE -------------------------------------------------------------------------------- /R/causal-forest.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/causal-forest.R -------------------------------------------------------------------------------- /R/ci-helpers.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/ci-helpers.R -------------------------------------------------------------------------------- /R/data.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/data.R -------------------------------------------------------------------------------- /R/fair-cause-generics.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/fair-cause-generics.R -------------------------------------------------------------------------------- /R/fair-cause.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/fair-cause.R -------------------------------------------------------------------------------- /R/fair-decision-generics.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/fair-decision-generics.R -------------------------------------------------------------------------------- /R/fair-decisions.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/fair-decisions.R -------------------------------------------------------------------------------- /R/fair-prediction-generics.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/fair-prediction-generics.R -------------------------------------------------------------------------------- /R/fair-prediction-helpers.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/fair-prediction-helpers.R -------------------------------------------------------------------------------- /R/fair-predictions.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/fair-predictions.R -------------------------------------------------------------------------------- /R/globals.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/globals.R -------------------------------------------------------------------------------- /R/mediation-dml.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/mediation-dml.R -------------------------------------------------------------------------------- /R/one-step-debiased.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/one-step-debiased.R -------------------------------------------------------------------------------- /R/sfm-proj.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/sfm-proj.R -------------------------------------------------------------------------------- /R/utils.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/R/utils.R -------------------------------------------------------------------------------- /README.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/README.Rmd -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/README.md -------------------------------------------------------------------------------- /data-raw/adult-from-raw.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/data-raw/adult-from-raw.R -------------------------------------------------------------------------------- /data-raw/census-from-raw.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/data-raw/census-from-raw.R -------------------------------------------------------------------------------- /data/berkeley.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/data/berkeley.rda -------------------------------------------------------------------------------- /data/compas.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/data/compas.rda -------------------------------------------------------------------------------- /data/gov_census.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/data/gov_census.rda -------------------------------------------------------------------------------- /docs/about.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/about.html -------------------------------------------------------------------------------- /docs/figs/a.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/figs/a.png -------------------------------------------------------------------------------- /docs/figs/b.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/figs/b.png -------------------------------------------------------------------------------- /docs/figs/c.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/figs/c.png -------------------------------------------------------------------------------- /docs/figs/d.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/figs/d.png -------------------------------------------------------------------------------- /docs/figs/sfm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/figs/sfm.png -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/index.html -------------------------------------------------------------------------------- /docs/pages/census-t1.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/census-t1.html -------------------------------------------------------------------------------- /docs/pages/census-t1_files/figure-html/fig-census-cookbook-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/census-t1_files/figure-html/fig-census-cookbook-1.png -------------------------------------------------------------------------------- /docs/pages/ci-tests.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/ci-tests.html -------------------------------------------------------------------------------- /docs/pages/ci-tests_files/figure-html/fig-adult-ci-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/ci-tests_files/figure-html/fig-adult-ci-1.png -------------------------------------------------------------------------------- /docs/pages/ci-tests_files/figure-html/fig-compas-ci-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/ci-tests_files/figure-html/fig-compas-ci-1.png -------------------------------------------------------------------------------- /docs/pages/college-admissions-t1.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/college-admissions-t1.html -------------------------------------------------------------------------------- /docs/pages/college-admissions-t1_files/figure-html/fig-north-cookbook-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/college-admissions-t1_files/figure-html/fig-north-cookbook-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t1-extended.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t1-extended.html -------------------------------------------------------------------------------- /docs/pages/compas-t1-extended_files/figure-html/fig-compas-bn-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t1-extended_files/figure-html/fig-compas-bn-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t1-extended_files/figure-html/fig-compas-cookbook-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t1-extended_files/figure-html/fig-compas-cookbook-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t1.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t1.html -------------------------------------------------------------------------------- /docs/pages/compas-t1_files/figure-html/unnamed-chunk-2-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t1_files/figure-html/unnamed-chunk-2-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t1_files/figure-html/unnamed-chunk-3-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t1_files/figure-html/unnamed-chunk-3-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t1_files/figure-html/unnamed-chunk-4-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t1_files/figure-html/unnamed-chunk-4-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t2.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t2.html -------------------------------------------------------------------------------- /docs/pages/compas-t2_files/figure-html/fig-compas-fairadapt-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t2_files/figure-html/fig-compas-fairadapt-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t2_files/figure-html/fig-compas-fairpred-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t2_files/figure-html/fig-compas-fairpred-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t2_files/figure-html/unnamed-chunk-7-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t2_files/figure-html/unnamed-chunk-7-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t2_files/figure-html/unnamed-chunk-8-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t2_files/figure-html/unnamed-chunk-8-1.png -------------------------------------------------------------------------------- /docs/pages/compas-t2_files/figure-html/unnamed-chunk-9-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/compas-t2_files/figure-html/unnamed-chunk-9-1.png -------------------------------------------------------------------------------- /docs/pages/outcome-control.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/outcome-control.html -------------------------------------------------------------------------------- /docs/pages/outcome-control_files/figure-html/unnamed-chunk-2-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/outcome-control_files/figure-html/unnamed-chunk-2-1.png -------------------------------------------------------------------------------- /docs/pages/outcome-control_files/figure-html/unnamed-chunk-4-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/outcome-control_files/figure-html/unnamed-chunk-4-1.png -------------------------------------------------------------------------------- /docs/pages/outcome-control_files/figure-html/unnamed-chunk-6-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/outcome-control_files/figure-html/unnamed-chunk-6-1.png -------------------------------------------------------------------------------- /docs/pages/outcome-control_files/figure-html/unnamed-chunk-7-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/outcome-control_files/figure-html/unnamed-chunk-7-1.png -------------------------------------------------------------------------------- /docs/pages/python-use.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/python-use.html -------------------------------------------------------------------------------- /docs/pages/shai-challenge.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/shai-challenge.html -------------------------------------------------------------------------------- /docs/pages/shai-challenge_files/figure-html/fig-eo-decomp-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/shai-challenge_files/figure-html/fig-eo-decomp-1.png -------------------------------------------------------------------------------- /docs/pages/shai-challenge_files/figure-html/fig-north-cookbook-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/shai-challenge_files/figure-html/fig-north-cookbook-1.png -------------------------------------------------------------------------------- /docs/pages/shai-challenge_files/figure-html/fig-vis-recid-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/shai-challenge_files/figure-html/fig-vis-recid-1.png -------------------------------------------------------------------------------- /docs/pages/t1-admissions-over-time.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-admissions-over-time.html -------------------------------------------------------------------------------- /docs/pages/t1-admissions-over-time_files/figure-html/fig-north-cookbook-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-admissions-over-time_files/figure-html/fig-north-cookbook-1.png -------------------------------------------------------------------------------- /docs/pages/t1-census.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-census.html -------------------------------------------------------------------------------- /docs/pages/t1-census_files/figure-html/fig-census-cookbook-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-census_files/figure-html/fig-census-cookbook-1.png -------------------------------------------------------------------------------- /docs/pages/t1-compas-beyond-sfm.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-compas-beyond-sfm.html -------------------------------------------------------------------------------- /docs/pages/t1-compas-beyond-sfm_files/figure-html/fig-compas-bn-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-compas-beyond-sfm_files/figure-html/fig-compas-bn-1.png -------------------------------------------------------------------------------- /docs/pages/t1-compas-beyond-sfm_files/figure-html/fig-compas-cookbook-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-compas-beyond-sfm_files/figure-html/fig-compas-cookbook-1.png -------------------------------------------------------------------------------- /docs/pages/t1-compas-y-yhat.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-compas-y-yhat.html -------------------------------------------------------------------------------- /docs/pages/t1-compas-y-yhat_files/figure-html/unnamed-chunk-2-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-compas-y-yhat_files/figure-html/unnamed-chunk-2-1.png -------------------------------------------------------------------------------- /docs/pages/t1-compas-y-yhat_files/figure-html/unnamed-chunk-3-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-compas-y-yhat_files/figure-html/unnamed-chunk-3-1.png -------------------------------------------------------------------------------- /docs/pages/t1-compas-y-yhat_files/figure-html/unnamed-chunk-4-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-compas-y-yhat_files/figure-html/unnamed-chunk-4-1.png -------------------------------------------------------------------------------- /docs/pages/t1-icu-mortality.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-icu-mortality.html -------------------------------------------------------------------------------- /docs/pages/t1-icu-mortality_files/figure-html/autoplot-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-icu-mortality_files/figure-html/autoplot-1.png -------------------------------------------------------------------------------- /docs/pages/t1-icu-mortality_files/figure-html/unnamed-chunk-1-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t1-icu-mortality_files/figure-html/unnamed-chunk-1-1.png -------------------------------------------------------------------------------- /docs/pages/t2-compas-fpt-inthe-wild.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t2-compas-fpt-inthe-wild.html -------------------------------------------------------------------------------- /docs/pages/t2-compas-fpt-inthe-wild_files/figure-html/fig-compas-fairadapt-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t2-compas-fpt-inthe-wild_files/figure-html/fig-compas-fairadapt-1.png -------------------------------------------------------------------------------- /docs/pages/t2-compas-fpt-inthe-wild_files/figure-html/fig-compas-fairpred-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t2-compas-fpt-inthe-wild_files/figure-html/fig-compas-fairpred-1.png -------------------------------------------------------------------------------- /docs/pages/t2-compas-fpt-inthe-wild_files/figure-html/unnamed-chunk-9-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t2-compas-fpt-inthe-wild_files/figure-html/unnamed-chunk-9-1.png -------------------------------------------------------------------------------- /docs/pages/t2-compas-neural-inproc.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t2-compas-neural-inproc.html -------------------------------------------------------------------------------- /docs/pages/t2-compas-neural-inproc_files/figure-html/autoplot-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t2-compas-neural-inproc_files/figure-html/autoplot-1.png -------------------------------------------------------------------------------- /docs/pages/t2-compas-neural-inproc_files/figure-html/plot-both-decomps-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t2-compas-neural-inproc_files/figure-html/plot-both-decomps-1.png -------------------------------------------------------------------------------- /docs/pages/t3-mimic-respirators.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-mimic-respirators.html -------------------------------------------------------------------------------- /docs/pages/t3-mimic-respirators_files/figure-html/decompose-decision-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-mimic-respirators_files/figure-html/decompose-decision-1.png -------------------------------------------------------------------------------- /docs/pages/t3-mimic-respirators_files/figure-html/decompose-delta-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-mimic-respirators_files/figure-html/decompose-delta-1.png -------------------------------------------------------------------------------- /docs/pages/t3-mimic-respirators_files/figure-html/inspect-BF-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-mimic-respirators_files/figure-html/inspect-BF-1.png -------------------------------------------------------------------------------- /docs/pages/t3-surgeries.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-surgeries.html -------------------------------------------------------------------------------- /docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-2-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-2-1.png -------------------------------------------------------------------------------- /docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-4-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-4-1.png -------------------------------------------------------------------------------- /docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-6-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-6-1.png -------------------------------------------------------------------------------- /docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-7-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/pages/t3-surgeries_files/figure-html/unnamed-chunk-7-1.png -------------------------------------------------------------------------------- /docs/search.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/search.json -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap-icons.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/bootstrap/bootstrap-icons.css -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap-icons.woff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/bootstrap/bootstrap-icons.woff -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap.min.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/bootstrap/bootstrap.min.css -------------------------------------------------------------------------------- /docs/site_libs/bootstrap/bootstrap.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/bootstrap/bootstrap.min.js -------------------------------------------------------------------------------- /docs/site_libs/clipboard/clipboard.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/clipboard/clipboard.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/anchor.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-html/anchor.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/popper.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-html/popper.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/quarto-syntax-highlighting.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-html/quarto-syntax-highlighting.css -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/quarto.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-html/quarto.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/tippy.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-html/tippy.css -------------------------------------------------------------------------------- /docs/site_libs/quarto-html/tippy.umd.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-html/tippy.umd.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-nav/headroom.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-nav/headroom.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-nav/quarto-nav.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-nav/quarto-nav.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-search/autocomplete.umd.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-search/autocomplete.umd.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-search/fuse.min.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-search/fuse.min.js -------------------------------------------------------------------------------- /docs/site_libs/quarto-search/quarto-search.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/docs/site_libs/quarto-search/quarto-search.js -------------------------------------------------------------------------------- /docs/styles.css: -------------------------------------------------------------------------------- 1 | /* css styles */ 2 | -------------------------------------------------------------------------------- /inst/extdata/berkeley.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/inst/extdata/berkeley.csv -------------------------------------------------------------------------------- /inst/extdata/census.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/inst/extdata/census.csv -------------------------------------------------------------------------------- /inst/extdata/compas-scores-two-years.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/inst/extdata/compas-scores-two-years.csv -------------------------------------------------------------------------------- /inst/extdata/sfm-projections.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/inst/extdata/sfm-projections.json -------------------------------------------------------------------------------- /inst/python/neural-learning.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/inst/python/neural-learning.py -------------------------------------------------------------------------------- /man/SFM_proj.Rd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/SFM_proj.Rd -------------------------------------------------------------------------------- /man/berkeley.Rd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/berkeley.Rd -------------------------------------------------------------------------------- /man/compas.Rd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/compas.Rd -------------------------------------------------------------------------------- /man/fair_decisions.Rd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/fair_decisions.Rd -------------------------------------------------------------------------------- /man/fair_predictions.Rd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/fair_predictions.Rd -------------------------------------------------------------------------------- /man/fairness_cookbook.Rd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/fairness_cookbook.Rd -------------------------------------------------------------------------------- /man/figures/README-CFA-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/figures/README-CFA-1.png -------------------------------------------------------------------------------- /man/gov_census.Rd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/man/gov_census.Rd -------------------------------------------------------------------------------- /py/reductions_compas.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/py/reductions_compas.py -------------------------------------------------------------------------------- /py/reweighing_compas.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/py/reweighing_compas.py -------------------------------------------------------------------------------- /quarto-webpage/.gitignore: -------------------------------------------------------------------------------- 1 | /.quarto/ 2 | -------------------------------------------------------------------------------- /quarto-webpage/_quarto.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/_quarto.yml -------------------------------------------------------------------------------- /quarto-webpage/bib/CFA.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/bib/CFA.bib -------------------------------------------------------------------------------- /quarto-webpage/bib/shai.bib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/bib/shai.bib -------------------------------------------------------------------------------- /quarto-webpage/figs/a.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/figs/a.png -------------------------------------------------------------------------------- /quarto-webpage/figs/b.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/figs/b.png -------------------------------------------------------------------------------- /quarto-webpage/figs/c.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/figs/c.png -------------------------------------------------------------------------------- /quarto-webpage/figs/d.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/figs/d.png -------------------------------------------------------------------------------- /quarto-webpage/figs/sfm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/figs/sfm.png -------------------------------------------------------------------------------- /quarto-webpage/index.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/index.qmd -------------------------------------------------------------------------------- /quarto-webpage/pages/ci-tests.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/ci-tests.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/python-use.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/python-use.qmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t1-admissions-over-time.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t1-admissions-over-time.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t1-census.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t1-census.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t1-compas-beyond-sfm.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t1-compas-beyond-sfm.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t1-compas-y-yhat.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t1-compas-y-yhat.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t1-de-heterogeneity.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t1-de-heterogeneity.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t1-icu-mortality.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t1-icu-mortality.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t2-compas-fpt-inthe-wild.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t2-compas-fpt-inthe-wild.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t2-compas-neural-inproc.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t2-compas-neural-inproc.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t2-icu-mortality-mtg.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t2-icu-mortality-mtg.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t3-mimic-respirators.Rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t3-mimic-respirators.Rmd -------------------------------------------------------------------------------- /quarto-webpage/pages/t3-surgeries.qmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/pages/t3-surgeries.qmd -------------------------------------------------------------------------------- /quarto-webpage/render.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/quarto-webpage/render.R -------------------------------------------------------------------------------- /quarto-webpage/styles.css: -------------------------------------------------------------------------------- 1 | /* css styles */ 2 | -------------------------------------------------------------------------------- /scripts/ci-testing/comparison.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/ci-testing/comparison.R -------------------------------------------------------------------------------- /scripts/ci-testing/dynamic-visualization.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/ci-testing/dynamic-visualization.R -------------------------------------------------------------------------------- /scripts/ci-testing/euler/ate-comparison-euler.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/ci-testing/euler/ate-comparison-euler.R -------------------------------------------------------------------------------- /scripts/eo/eo-example.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/eo/eo-example.R -------------------------------------------------------------------------------- /scripts/examples-manuscript/indep-tests.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/examples-manuscript/indep-tests.R -------------------------------------------------------------------------------- /scripts/examples-manuscript/nde-fail-example.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/examples-manuscript/nde-fail-example.R -------------------------------------------------------------------------------- /scripts/examples-manuscript/obs-disp.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/examples-manuscript/obs-disp.R -------------------------------------------------------------------------------- /scripts/examples-manuscript/oracle-vs-dm.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/examples-manuscript/oracle-vs-dm.R -------------------------------------------------------------------------------- /scripts/examples-manuscript/ot-surface.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/examples-manuscript/ot-surface.R -------------------------------------------------------------------------------- /scripts/examples-manuscript/startup-hiring-iii-A.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/examples-manuscript/startup-hiring-iii-A.R -------------------------------------------------------------------------------- /scripts/examples-manuscript/who-is-who.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/examples-manuscript/who-is-who.R -------------------------------------------------------------------------------- /scripts/fair-cause/boot-crf.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-cause/boot-crf.R -------------------------------------------------------------------------------- /scripts/fair-decision/concept-dict.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-decision/concept-dict.json -------------------------------------------------------------------------------- /scripts/fair-decision/data-sources.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-decision/data-sources.json -------------------------------------------------------------------------------- /scripts/fair-decision/helpers/callbacks.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-decision/helpers/callbacks.R -------------------------------------------------------------------------------- /scripts/fair-decision/helpers/load-utils.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-decision/helpers/load-utils.R -------------------------------------------------------------------------------- /scripts/fair-decision/mimic-iv-er-triage.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-decision/mimic-iv-er-triage.R -------------------------------------------------------------------------------- /scripts/fair-decision/right-heart-catheterization.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-decision/right-heart-catheterization.R -------------------------------------------------------------------------------- /scripts/fair-prediction/compas-csp-cpp.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-prediction/compas-csp-cpp.R -------------------------------------------------------------------------------- /scripts/fair-prediction/compas-icml23.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-prediction/compas-icml23.R -------------------------------------------------------------------------------- /scripts/fair-prediction/compas-preprocessed.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-prediction/compas-preprocessed.csv -------------------------------------------------------------------------------- /scripts/fair-prediction/fair-pred-task.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-prediction/fair-pred-task.R -------------------------------------------------------------------------------- /scripts/fair-prediction/fair-predictions-neural.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-prediction/fair-predictions-neural.R -------------------------------------------------------------------------------- /scripts/fair-prediction/fpt-geometry.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-prediction/fpt-geometry.R -------------------------------------------------------------------------------- /scripts/fair-prediction/fpt-linear-scms.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/fair-prediction/fpt-linear-scms.R -------------------------------------------------------------------------------- /scripts/section-6/compas-business-necessity.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/section-6/compas-business-necessity.R -------------------------------------------------------------------------------- /scripts/section-6/drf-beyond-sfm.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/section-6/drf-beyond-sfm.R -------------------------------------------------------------------------------- /scripts/section-6/spurious-examples/spurious-ID-examples.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/section-6/spurious-examples/spurious-ID-examples.R -------------------------------------------------------------------------------- /scripts/section-6/spurious-examples/spurious-ID.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/scripts/section-6/spurious-examples/spurious-ID.R -------------------------------------------------------------------------------- /tests/testthat.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat.R -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics.md -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/auto_linear_medDML.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/auto_linear_medDML.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/auto_ranger_causal_forest.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/auto_ranger_causal_forest.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/auto_ranger_debiasing.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/auto_ranger_debiasing.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/auto_ranger_medDML.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/auto_ranger_medDML.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/both_ranger_causal_forest.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/both_ranger_causal_forest.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/both_ranger_medDML.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/both_ranger_medDML.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/unsigned_ranger_causal_forest.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/unsigned_ranger_causal_forest.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/unsigned_ranger_debiasing.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/unsigned_ranger_debiasing.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/generics/unsigned_ranger_medDML.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/generics/unsigned_ranger_medDML.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/sfm-proj.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/sfm-proj.md -------------------------------------------------------------------------------- /tests/testthat/_snaps/synthetic/synth1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/synthetic/synth1.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/synthetic/synth2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/synthetic/synth2.png -------------------------------------------------------------------------------- /tests/testthat/_snaps/synthetic/synth3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/_snaps/synthetic/synth3.png -------------------------------------------------------------------------------- /tests/testthat/helpers-correctness.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/helpers-correctness.R -------------------------------------------------------------------------------- /tests/testthat/helpers.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/helpers.R -------------------------------------------------------------------------------- /tests/testthat/test-cis.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-cis.R -------------------------------------------------------------------------------- /tests/testthat/test-correctness.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-correctness.R -------------------------------------------------------------------------------- /tests/testthat/test-crf.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-crf.R -------------------------------------------------------------------------------- /tests/testthat/test-empty.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-empty.R -------------------------------------------------------------------------------- /tests/testthat/test-fair-decisions.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-fair-decisions.R -------------------------------------------------------------------------------- /tests/testthat/test-fair-predictions.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-fair-predictions.R -------------------------------------------------------------------------------- /tests/testthat/test-faircause.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-faircause.R -------------------------------------------------------------------------------- /tests/testthat/test-generics.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-generics.R -------------------------------------------------------------------------------- /tests/testthat/test-non-overlap.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-non-overlap.R -------------------------------------------------------------------------------- /tests/testthat/test-osd.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-osd.R -------------------------------------------------------------------------------- /tests/testthat/test-params-nboot.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-params-nboot.R -------------------------------------------------------------------------------- /tests/testthat/test-sfm-proj.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-sfm-proj.R -------------------------------------------------------------------------------- /tests/testthat/test-synthetic.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-synthetic.R -------------------------------------------------------------------------------- /tests/testthat/test-type-consistency.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dplecko/CFA/HEAD/tests/testthat/test-type-consistency.R -------------------------------------------------------------------------------- /vignettes/.gitignore: -------------------------------------------------------------------------------- 1 | *.html 2 | *.R 3 | --------------------------------------------------------------------------------