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Mathematics of Computation

Published by the American Mathematical Society since 1960 (published as Mathematical Tables and other Aids to Computation 1943-1959), Mathematics of Computation is devoted to research articles of the highest quality in computational mathematics.

ISSN 1088-6842 (online) ISSN 0025-5718 (print)

The 2024 MCQ for Mathematics of Computation is 1.78.

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On eigenvalue gaps of integer matrices
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by Aaron Abrams, Zeph Landau, Jamie Pommersheim and Nikhil Srivastava;
Math. Comp. 94 (2025), 853-862
DOI: https://doi.org/10.1090/mcom/3905
Published electronically: September 12, 2024

Abstract:

Given an $n\times n$ matrix with integer entries in the range $[-h,h]$, how close can two of its distinct eigenvalues be?

The best previously known examples (Lu [Minimum eigenvalue separation, ProQuest LLC, Ann Arbor, MI, 1992. Thesis (Ph.D.)–University of California, Berkeley; Wilkinson [The algebraic eigenvalue problem, Monographs on Numerical Analysis, The Clarendon Press, Oxford University Press, New York, 1988]) have a minimum gap of $h^{-O(n)}$. Here we give an explicit construction of matrices with entries in $[0,h]$ with two eigenvalues separated by at most $h^{-n^2/16+o(n^2)}$. Up to a constant in the exponent, this agrees with the known lower bound of $\Omega ((2\sqrt {n})^{-n^2}h^{-n^2})$ (Mahler [Michigan Math. J. 11 (1964), pp. 257–262]). Bounds on the minimum gap are relevant to the worst case analysis of algorithms for diagonalization and computing canonical forms of integer matrices (e.g. Dey et al. [Bit complexity of Jordan normal form and polynomial spectral factorization, Schloss Dagstuhl. Leibniz-Zent. Inform., Wadern, 2023, pp. Art. No. 42]).

In addition to our explicit construction, we show there are many matrices with a slightly larger gap of roughly $h^{-n^2/32}$. We also construct 0-1 matrices which have two eigenvalues separated by at most $2^{-n^2/64+o(n^2)}$.

References
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Bibliographic Information
  • Aaron Abrams
  • Affiliation: Mathematics Department, Washington and Lee University, 204 W. Washington St. Lexington VA 24450; and School of Data Science, University of Virginia, P.O. Box 400249, Charlottesville, VA 22904
  • MR Author ID: 619839
  • ORCID: 0000-0002-2557-3003
  • Email: abrams.aaron@gmail.com
  • Zeph Landau
  • Affiliation: Department of Computer Science, Soda Hall, University of California, Berkelely, Berkeley, CA 94706
  • MR Author ID: 674938
  • Email: zlandau@berkeley.edu
  • Jamie Pommersheim
  • Affiliation: Department of Mathematics, Reed College, 3203 SE Woodstock Blvd, Portland, OR 97202
  • MR Author ID: 331720
  • ORCID: 0009-0007-0309-1832
  • Email: jamie@reed.edu
  • Nikhil Srivastava
  • Affiliation: Department of Mathematics, Evans Hall, University of California, Berkeley, Berkeley, CA 94720
  • MR Author ID: 767822
  • Email: nikhil@math.berkeley.edu
  • Received by editor(s): July 31, 2022
  • Received by editor(s) in revised form: June 13, 2023
  • Published electronically: September 12, 2024
  • Additional Notes: The fourth author was supported by NSF Grant CCF-2009011.
  • © Copyright 2024 by the authors
  • Journal: Math. Comp. 94 (2025), 853-862
  • MSC (2020): Primary 15A18, 15B36
  • DOI: https://doi.org/10.1090/mcom/3905