Mitigating Bias in Set Selection with Noisy Protected Attributes

Anay Mehrotra, L. Elisa Celis

Subset selection algorithms are ubiquitous in AI-driven applications, including, online recruiting portals and image search engines, so it is imperative that these tools are not di…