High-Dimensional Partial Least Squares: Spectral Analysis and Fundamental Limitations

Victor Léger, Florent Chatelain

Partial Least Squares (PLS) is a widely used method for data integration, designed to extract latent components shared across paired high-dimensional datasets. Despite decades of p…