Distributionally Robust PCA with Data-Adaptive Wasserstein Geometry

Chuang Xu, Andrew T. A. Wood, Yanrong Yang

We develop a distributionally robust formulation of principal component analysis that minimizes worst-case reconstruction risk over distributions lying within a Wasserstein neighbo…