Multi-Criteria Dimensionality Reduction with Applications to Fairness

Uthaipon Tantipongpipat, Samira Samadi, Mohit Singh +2

Dimensionality reduction is a classical technique widely used for data analysis. One foundational instantiation is Principal Component Analysis (PCA), which minimizes the average r…