Fair Classification under Covariate Shift and Missing Protected Attribute – an Investigation using Related Features

04/17/2022

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by   Manan Singh, et al.

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This study investigated the problem of fair classification under Covariate Shift and missing protected attribute using a simple approach based on the use of importance-weights to handle covariate-shift and, Related Features arXiv:2104.14537 to handle missing protected attribute.