Short note on the perturbation of operators with dyadic products
Attila Andai

TL;DR
This paper develops a mathematical framework to analyze how determinants and inverses of linear operators change under perturbations expressed as sums of dyadic products, providing approximation formulas with exactness conditions.
Contribution
It introduces a new approach to perturbation analysis of operators using dyadic product sums, with explicit formulas for determinant and inverse changes.
Findings
Derived m-th order approximation formulas for determinants and inverses
Formulas become exact when the order m exceeds the number of dyadic terms
Applicable to finite-dimensional vector spaces, extendable to infinite dimensions
Abstract
In this paper we use abstract vector spaces and their duals without any canonical basis. Some of our results can be extended to infinite dimensional vector spaces too, but here we consider only finite dimensional spaces. We focus on a general perturbation problem. Assume that is a linear operator, which is perturbated to . We examine the question how the determinant and the inverse change, because of this perturbation. In our approach the operator is given as a sum of dyadic products , where and . In this paper we derive an -th order () approximation formula for and , which gives the exact result if .
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMatrix Theory and Algorithms · Spectral Theory in Mathematical Physics · Mathematical functions and polynomials
