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The eigenvalues and eigenvectors of finite-rank normal perturbations of large rotationally invariant non-Hermitian matrices

Marc Potters, Pierre Bousseyroux

Finite-rank normal perturbations create outlier eigenvalues outside the bulk spectrum of large rotationally invariant non-Hermitian random matrices.

arxiv:2601.10427 v2 · 2026-01-15 · cond-mat.dis-nn · math-ph · math.MP · math.PR

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Claims

C1strongest claim

We characterize the emergence and fluctuations of outlier eigenvalues in models of the form A + T, where A is a large rotationally invariant non-Hermitian random matrix and T is a finite-rank normal perturbation. We also describe the corresponding eigenvector behavior.

C2weakest assumption

The unperturbed matrix A must be rotationally invariant and the perturbation T must be normal and of finite rank; if either condition fails the outlier formulas no longer hold.

C3one line summary

Finite-rank normal perturbations of large rotationally invariant non-Hermitian random matrices produce outlier eigenvalues whose positions and fluctuations, together with the associated eigenvectors, are characterized in a unified framework that includes the Hermitian case.

References

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[1] Central limit theorems for eigenvalues in a spiked population model.Ann 2008
[2] Phase transition of the largest eigenvalue for nonnull complex sample covariance matrices.Ann 2005
[3] Belinschi, Hari Bercovici, Mireille Capitaine, and Maxime F´ evrier 2017
[4] The eigenvalues and eigenvectors of finite, low rank perturbations of large random matrices.Advances in Mathematics, 227(1):494–521 2011
[5] Outliers in the single ring theorem.Probab 2016

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Cited by

3 papers in Pith

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First computed 2026-05-17T23:39:00.224937Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

02b0066e35e44757ba54a43f3d9edb9074b61fa91cb80d34966c55d512479d41

Aliases

arxiv: 2601.10427 · arxiv_version: 2601.10427v2 · doi: 10.48550/arxiv.2601.10427 · pith_short_12: AKYAM3RV4RDV · pith_short_16: AKYAM3RV4RDVPOSU · pith_short_8: AKYAM3RV
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/AKYAM3RV4RDVPOSUUQ7T3HW3SB \
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Canonical record JSON
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