MMD-B-Fair: Learning Fair Representations with Statistical Testing

Namrata Deka, Danica J. Sutherland

We introduce a method, MMD-B-Fair, to learn fair representations of data via kernel two-sample testing. We find neural features of our data where a maximum mean discrepancy (MMD) t…