Fair Models in Machine Learning


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Documentation for package ‘fairml’ version 0.4

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fairml-package Fair models in machine learning
all.equal.fair.model Extract information from fair.model objects
coef.fair.model Extract information from fair.model objects
communities.and.crime iCommunities and Crime Data Set
compas Criminal Offenders Screened in Florida
cv.folds Cross-Validation for Fair Models
cv.loss Cross-Validation for Fair Models
cv.unfairness Cross-Validation for Fair Models
deviance.nclm Extract information from fair.model objects
fairml Fair models in machine learning
fairml.cv Cross-Validation for Fair Models
fairness.profile.plot Profile Fair Models with Respect to Tuning Parameters
fitted.fair.model Extract information from fair.model objects
frrm Fair Ridge Regression Model
german.credit German Credit Data
law.school.admissions Law School Admission Council data
methods for fair.model objects Extract information from fair.model objects
national.longitudinal.survey Income and Labour Market Activities
nclm Nonconvex Optimization for Regression with Fairness Constraints
nobs.fair.model Extract information from fair.model objects
plot.fair.model Extract information from fair.model objects
predict.nclm Extract information from fair.model objects
print.fair.model Extract information from fair.model objects
residuals.fair.model Extract information from fair.model objects
sigma.fair.model Extract information from fair.model objects
summary.fair.model Extract information from fair.model objects
summary.nclm Extract information from fair.model objects
vur.test Synthetic data set to test fair regression models