fairadapt-package {fairadapt}R Documentation

fairadapt: Fair Data Adaptation with Quantile Preservation

Description

An implementation of the fair data adaptation with quantile preservation described in Plecko & Meinshausen (2019) arXiv:1911.06685. 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.

Author(s)

Maintainer: Drago Plecko drago.plecko@stat.math.ethz.ch

Authors:

See Also

Useful links:


[Package fairadapt version 0.2.7 Index]