English

Generalized Wedderburn Rank Reduction

Numerical Analysis 2024-06-07 v1 Numerical Analysis

Abstract

We generalize the Wedderburn rank reduction formula by replacing the inverse with the Moore--Penrose pseudoinverse. In particular, this allows one to remove the non--singularity of a certain matrix from assumptions. The results implies in a straightforward way Nystroem, CUR decompositions, meta-factorization, and a result of Ameli, Shadden. We investigate which properties of the matrix are inherited by the generalized Wedderburn reduction. Reductions leading to the best low-rank approximation are explicitly described in terms of singular vectors. We give a self--contained calculation of the range and the nullspace of the projection A(BA)+BA(BA)^+B and prove that any projection can be expressed in this way.

Keywords

Cite

@article{arxiv.2406.03992,
  title  = {Generalized Wedderburn Rank Reduction},
  author = {Oskar Kędzierski},
  journal= {arXiv preprint arXiv:2406.03992},
  year   = {2024}
}

Comments

14 pages, includes MATLAB code

R2 v1 2026-06-28T16:55:44.851Z