“Accurate Prediction of Large Data Matrices’ Singular Value Structure with High-rank Signals Using Extensive Spike Model”

https://pubmed.ncbi.nlm.nih.gov/38115511

The singular value structure of large data matrices with high-rank signals is not accurately predicted by the finite-rank theory, and the authors provide an extensive spike model with corresponding optimal denoising and covariance estimation methods.