Other packages > Find by keyword >

mlr3fairness  

Fairness Auditing and Debiasing for 'mlr3'
View on CRAN: Click here


Download and install mlr3fairness package within the R console
Install from CRAN:
install.packages("mlr3fairness")

Install from Github:
library("remotes")
install_github("cran/mlr3fairness")

Install by package version:
library("remotes")
install_version("mlr3fairness", "0.4.0")



Attach the package and use:
library("mlr3fairness")
Maintained by
Florian Pfisterer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-05-12
Latest Update: 2025-06-24
Description:
Integrates fairness auditing and bias mitigation methods for the 'mlr3' ecosystem. This includes fairness metrics, reporting tools, visualizations and bias mitigation techniques such as "Reweighing" described in 'Kamiran, Calders' (2012) and "Equalized Odds" described in 'Hardt et al.' (2016) . Integration with 'mlr3' allows for auditing of ML models as well as convenient joint tuning of machine learning algorithms and debiasing methods.
How to cite:
Florian Pfisterer (2022). mlr3fairness: Fairness Auditing and Debiasing for 'mlr3'. R package version 0.4.0, https://cran.r-project.org/web/packages/mlr3fairness. Accessed 11 Jun. 2026.
Previous versions and publish date:
0.3.0 (2022-05-12 21:30), 0.3.1 (2022-08-16 15:50), 0.3.2 (2023-05-05 01:00)
Other packages that cited mlr3fairness R package
View mlr3fairness citation profile
Other R packages that mlr3fairness depends, imports, suggests or enhances
Complete documentation for mlr3fairness
Functions, R codes and Examples using the mlr3fairness R package
Some associated functions: MeasureFairness . MeasureFairnessComposite . MeasureFairnessConstraint . MeasureSubgroup . adult . compas . compute_metrics . fairness_accuracy_tradeoff . fairness_compare_metrics . fairness_prediction_density . fairness_tensor . groupdiff_tau . groupwise_metrics . mlr3fairness-package . mlr_learners_classif.fairfgrrm . mlr_learners_classif.fairzlrm . mlr_learners_fairness . mlr_learners_regr.fairfrrm . mlr_learners_regr.fairnclm . mlr_learners_regr.fairzlm . mlr_measures_fairness . mlr_measures_positive_probability . mlr_pipeops_equalized_odds . mlr_pipeops_explicit_pta . mlr_pipeops_reweighing . report_datasheet . report_fairness . report_modelcard . task_summary . 
Some associated R codes: MeasureFairness.R . MeasureFairnessComposite.R . MeasureFairnessConstraint.R . MeasurePositiveProbability.R . MeasureSubgroup.R . PipeOpEOd.R . PipeOpExplicitPta.R . PipeOpReweighing.R . aaa.R . adult.R . assertions.R . bibentries.R . compare_metrics.R . compas.R . compute_metrics.R . fairness_accuracy_tradeoff.R . fairness_prediction_density.R . fairness_tensor.R . helpers.R . learner_fairml_classif_fairfgrrm.R . learner_fairml_classif_fairzlrm.R . learner_fairml_regr_fairfrrm.R . learner_fairml_regr_fairnclm.R . learner_fairml_regr_fairzlm.R . measure_operations.R . mlr_learners_fairness.R . mlr_measures_fairness.R . reports.R . zzz.R .  Full mlr3fairness package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

stevedata  
Steve's Toy Data for Teaching About a Variety of Methodological, Social, and Political Topics
This is a collection of various kinds of data with broad uses for teaching. My students, and academ ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
clusrank  
Wilcoxon Rank Tests for Clustered Data
Non-parametric tests (Wilcoxon rank sum test and Wilcoxon signed rank test) for clustered data docu ...
Download / Learn more Package Citations See dependency  
leontief  
Input-Output Analysis
An implementation of the Input-Output model developed by Wassily Leontief that represents the inter ...
Download / Learn more Package Citations See dependency  
hsphase  
Phasing, Pedigree Reconstruction, Sire Imputation and Recombination Events Identification of Half-sib Families Using SNP Data
Identification of recombination events, haplotype reconstruction, sire imputation and pedigree recon ...
Download / Learn more Package Citations See dependency  
Voss  
Generic Voss Algorithm (Random Sequential Additions)
Generating realizations of a fractal Brownian function on uniform 1D & 2D grid with classic and ...
Download / Learn more Package Citations See dependency  

27,372

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA