Deflated HeteroPCA: Overcoming the curse of ill-conditioning in heteroskedastic PCA

Yuchen Zhou, Yuxin Chen

This paper is concerned with estimating the column subspace of a low-rank matrix ${\mathbf{X}}^{\star }\in {\mathbb{R}}^{n_1\times n_2}$ from contaminated data. How to obtain optimal…