Fast and Efficient MMD-based Fair PCA via Optimization over Stiefel Manifold

Junghyun Lee, Gwangsu Kim, Matt Olfat +2

This paper defines fair principal component analysis (PCA) as minimizing the maximum mean discrepancy (MMD) between dimensionality-reduced conditional distributions of different pr…