Krylov Subspace Methods with a Twist

Krylov subspace methods are widely used iterative solvers for real or complex linear systems. In this talk, I will advocate that these methods should be viewed as more than just algorithms juggling matrices and vectors. Instead, with a view towards the setting behind the linear systems, we will systematically re-derive a general residual minimizing Krylov subspace method. This leads to a more general view on and implementation of GMRES and further surprises.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-07-11
DOI
https://doi.org/10.5281/zenodo.15864809
Primary Topic
Matrix Theory and Algorithms
Type
article
Field-Weighted Citation Impact
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article

Krylov Subspace Methods with a Twist

Zenodo (CERN European Organization for Nuclear Research)
Matrix Theory and Algorithms
article

Krylov Subspace Methods with a Twist

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Abstract

Krylov subspace methods are widely used iterative solvers for real or complex linear systems. In this talk, I will advocate that these methods should be viewed as more than just algorithms juggling matrices and vectors. Instead, with a view towards the setting behind the linear systems, we will systematically re-derive a general residual minimizing Krylov subspace method. This leads to a more general view on and implementation of GMRES and further surprises.

Zenodo (CERN European Organization for Nuclear Research)
Heidelberg University (DE)
Openalex Percentile: Top 52%
Matrix Theory and Algorithms
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Krylov Subspace Methods with a Twist · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS