Spectral Thresholds in Correlated Spiked Models and Fundamental Limits of Partial Least Squares

Pierre Mergny, Lenka Zdeborová

We provide a rigorous random matrix theory analysis of spiked cross-covariance models where the signals across two high-dimensional data channels are partially aligned. These model…