fairadapt: Fair Data Adaptation with Quantile Preservation

An implementation of the fair data adaptation with quantile preservation described in Plecko & Meinshausen (JMLR 2020, 21(242), 1-44). The adaptation procedure uses the specified causal graph to pre-process the given training and testing data in such a way to remove the bias caused by the protected attribute. The procedure uses tree ensembles for quantile regression. Instructions for using the methods are further elaborated in the corresponding JSS manuscript, see <doi:10.18637/jss.v110.i04>.

Package details

AuthorDrago Plecko [aut, cre], Nicolas Bennett [aut]
MaintainerDrago Plecko <www.plecko@gmail.com>
LicenseGPL (>= 3)
Version1.0.0
URL https://github.com/dplecko/fairadapt
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("fairadapt")

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fairadapt documentation built on Sept. 11, 2024, 5:51 p.m.