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A thick-restart Lanczos type method for Hermitian J-symmetric eigenvalue problems

A thick-restart Lanczos type method for Hermitian \(J\)-symmetric eigenvalue problems
Authors: Ken-Ichi Ishikawa; Tomohiro Sogabe;

A thick-restart Lanczos type method for Hermitian J-symmetric eigenvalue problems

Abstract

AbstractA thick-restart Lanczos type algorithm is proposed for Hermitian J-symmetric matrices. Since Hermitian J-symmetric matrices possess doubly degenerate spectra or doubly multiple eigenvalues with a simple relation between the degenerate eigenvectors, we can improve the convergence of the Lanczos algorithm by restricting the search space of the Krylov subspace to that spanned by one of each pair of the degenerate eigenvector pairs. We show that the Lanczos iteration is compatible with the J-symmetry, so that the subspace can be split into two subspaces that are orthogonal to each other. The proposed algorithm searches for eigenvectors in one of the two subspaces without the multiplicity. The other eigenvectors paired to them can be easily reconstructed with the simple relation from the J-symmetry. We test our algorithm on randomly generated small dense matrices and a sparse large matrix originating from a quantum field theory.

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Keywords

Numerical computation of eigenvalues and eigenvectors of matrices, Eigenvalues, singular values, and eigenvectors, Lanczos method, High Energy Physics - Lattice (hep-lat), FOS: Physical sciences, Numerical Analysis (math.NA), Hermitian matrix, Factorization of matrices, High Energy Physics - Lattice, \(J\)-symmetric matrix, FOS: Mathematics, Mathematics - Numerical Analysis, 65F15, 15A18, 15A23, eigensolver

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
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Average
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