Hidden Convexity of Fair PCA and Fast Solver via Eigenvalue Optimization

1 code implementation • 1 Mar 2025 • Junhui Shen, Aaron J. Davis, Ding Lu, Zhaojun Bai

To address the bias issue, a Fair PCA (FPCA) model was introduced by Samadi et al. (2018) for equalizing the reconstruction loss between subgroups.

Dimensionality Reduction Fairness