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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 2020 MCQ for Mathematics of Computation is 1.78.

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Perturbation analysis of the QR factor R in the context of LLL lattice basis reduction
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by Xiao-Wen Chang, Damien Stehlé and Gilles Villard PDF
Math. Comp. 81 (2012), 1487-1511 Request permission

Abstract:

In 1982, Arjen Lenstra, Hendrik Lenstra Jr. and László Lovász introduced an efficiently computable notion of reduction of basis of a Euclidean lattice that is now commonly referred to as LLL-reduction. The precise definition involves the R-factor of the QR factorization of the basis matrix. In order to circumvent the use of rational/exact arithmetic with large bit-sizes, it is tempting to consider using floating-point arithmetic with small precision to compute the R-factor.

In the present article, we investigate the accuracy of the factor R of the QR factorisation of an LLL-reduced basis. Our main contribution is the first fully rigorous perturbation analysis of the R-factor of LLL-reduced matrices under columnwise perturbations.

Our results are very useful to devise LLL-type algorithms relying on floating-point approximations.

References
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Additional Information
  • Xiao-Wen Chang
  • Affiliation: School of Computer Science, McGill University Montreal, Quebec, Canada H3A 2A7
  • Email: chang@cs.mcgill.ca
  • Damien Stehlé
  • Affiliation: CNRS, Université de Lyon, Laboratoire LIP, CNRS-ENSL-INRIA-UCBL, 46 Allée d’Italie, 69364 Lyon Cedex 07, France
  • Email: damien.stehle@ens-lyon.fr
  • Gilles Villard
  • Affiliation: CNRS, Université de Lyon, Laboratoire LIP, CNRS-ENSL-INRIA-UCBL, 46 Allée d’Italie, 69364 Lyon Cedex 07, France
  • Email: gilles.villard@ens-lyon.fr
  • Received by editor(s): September 4, 2009
  • Received by editor(s) in revised form: March 17, 2011
  • Published electronically: February 17, 2012
  • Additional Notes: Xiao-Wen Chang’s work was supported by NSERC of Canada Grant RGPIN217191-07
    Damien Stehlé’s work was partly funded by the LaRedA ANR project
    Gilles Villard’s work was partly funded by the Gecko ANR project
  • © Copyright 2012 American Mathematical Society
    The copyright for this article reverts to public domain 28 years after publication.
  • Journal: Math. Comp. 81 (2012), 1487-1511
  • MSC (2010): Primary 11H06, 65F25; Secondary 11Y99, 65F35
  • DOI: https://doi.org/10.1090/S0025-5718-2012-02545-2
  • MathSciNet review: 2904587