Fair PCA, One Component at a Time

Antonis Matakos, Martino Ciaperoni, Heikki Mannila

The Min-Max Fair PCA problem seeks a low-rank representation of multi-group data such that the the approximation error is as balanced as possible across groups. Existing approaches…