Exact computations with quasiseparable matrices

International audience Quasi-separable matrices are a class of rank-structured matriceswidely used in numerical linear algebra and of growing interestin computer algebra, with applications in e.g. the linearization ofpolynomial matrices. Various representation formats exist for thesematrices that ha...

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Published in:Proceedings of the ACM on International Symposium on Symbolic and Algebraic Computation
Main Authors: Pernet, Clément, Signargout, Hippolyte, Villard, Gilles
Other Authors: Calcul Algébrique et Symbolique, Sécurité, Systèmes Complexes, Codes et Cryptologie (CASC), Laboratoire Jean Kuntzmann (LJK), Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ), Université Grenoble Alpes (UGA), Arithmétiques des ordinateurs, méthodes formelles, génération de code (ARIC), Laboratoire de l'Informatique du Parallélisme (LIP), École normale supérieure de Lyon (ENS de Lyon)-Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-École normale supérieure de Lyon (ENS de Lyon)-Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Inria Lyon, Institut National de Recherche en Informatique et en Automatique (Inria)
Format: Conference Object
Language:English
Published: HAL CCSD 2023
Subjects:
SSS
HSS
Online Access:https://cnrs.hal.science/hal-03978799
https://cnrs.hal.science/hal-03978799/document
https://cnrs.hal.science/hal-03978799/file/quasisep.pdf
https://doi.org/10.1145/2930889.2930915
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spelling ftunivlyon:oai:HAL:hal-03978799v1 2024-09-15T18:39:16+00:00 Exact computations with quasiseparable matrices Pernet, Clément Signargout, Hippolyte Villard, Gilles Calcul Algébrique et Symbolique, Sécurité, Systèmes Complexes, Codes et Cryptologie (CASC) Laboratoire Jean Kuntzmann (LJK) Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ) Université Grenoble Alpes (UGA)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP ) Université Grenoble Alpes (UGA) Arithmétiques des ordinateurs, méthodes formelles, génération de code (ARIC) Laboratoire de l'Informatique du Parallélisme (LIP) École normale supérieure de Lyon (ENS de Lyon)-Université Claude Bernard Lyon 1 (UCBL) Université de Lyon-Université de Lyon-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-École normale supérieure de Lyon (ENS de Lyon)-Université Claude Bernard Lyon 1 (UCBL) Université de Lyon-Université de Lyon-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Inria Lyon Institut National de Recherche en Informatique et en Automatique (Inria) Tromso, Norway 2023-07-17 https://cnrs.hal.science/hal-03978799 https://cnrs.hal.science/hal-03978799/document https://cnrs.hal.science/hal-03978799/file/quasisep.pdf https://doi.org/10.1145/2930889.2930915 en eng HAL CCSD ACM info:eu-repo/semantics/altIdentifier/arxiv/2302.04515 info:eu-repo/semantics/altIdentifier/doi/10.1145/2930889.2930915 hal-03978799 https://cnrs.hal.science/hal-03978799 https://cnrs.hal.science/hal-03978799/document https://cnrs.hal.science/hal-03978799/file/quasisep.pdf ARXIV: 2302.04515 doi:10.1145/2930889.2930915 info:eu-repo/semantics/OpenAccess ISSAC'23: the 2023 International Symposium on Symbolic and Algebraic Computation https://cnrs.hal.science/hal-03978799 ISSAC'23: the 2023 International Symposium on Symbolic and Algebraic Computation, Jul 2023, Tromso, Norway. pp.480-489, ⟨10.1145/2930889.2930915⟩ Quasiseparable matrix SSS HSS Bruhat generator [INFO.INFO-SC]Computer Science [cs]/Symbolic Computation [cs.SC] info:eu-repo/semantics/conferenceObject Conference papers 2023 ftunivlyon https://doi.org/10.1145/2930889.2930915 2024-07-22T23:38:55Z International audience Quasi-separable matrices are a class of rank-structured matriceswidely used in numerical linear algebra and of growing interestin computer algebra, with applications in e.g. the linearization ofpolynomial matrices. Various representation formats exist for thesematrices that have rarely been compared.We show how the most central formats SSS and HSS can beadapted to symbolic computation, where the exact rank replacesthreshold based numerical ranks. We clarify their links and comparethem with the Bruhat format. To this end, we state their space andtime cost estimates based on fast matrix multiplication, and comparethem, with their leading constants. The comparison is supportedby software experiments.We make further progresses for the Bruhat format, for which wegive a generation algorithm, following a Crout elimination scheme,which specializes into fast algorithms for the construction from asparse matrix or from the sum of Bruhat representations. Conference Object Tromso Tromso Université de Lyon: HAL Proceedings of the ACM on International Symposium on Symbolic and Algebraic Computation 389 396
institution Open Polar
collection Université de Lyon: HAL
op_collection_id ftunivlyon
language English
topic Quasiseparable matrix
SSS
HSS
Bruhat generator
[INFO.INFO-SC]Computer Science [cs]/Symbolic Computation [cs.SC]
spellingShingle Quasiseparable matrix
SSS
HSS
Bruhat generator
[INFO.INFO-SC]Computer Science [cs]/Symbolic Computation [cs.SC]
Pernet, Clément
Signargout, Hippolyte
Villard, Gilles
Exact computations with quasiseparable matrices
topic_facet Quasiseparable matrix
SSS
HSS
Bruhat generator
[INFO.INFO-SC]Computer Science [cs]/Symbolic Computation [cs.SC]
description International audience Quasi-separable matrices are a class of rank-structured matriceswidely used in numerical linear algebra and of growing interestin computer algebra, with applications in e.g. the linearization ofpolynomial matrices. Various representation formats exist for thesematrices that have rarely been compared.We show how the most central formats SSS and HSS can beadapted to symbolic computation, where the exact rank replacesthreshold based numerical ranks. We clarify their links and comparethem with the Bruhat format. To this end, we state their space andtime cost estimates based on fast matrix multiplication, and comparethem, with their leading constants. The comparison is supportedby software experiments.We make further progresses for the Bruhat format, for which wegive a generation algorithm, following a Crout elimination scheme,which specializes into fast algorithms for the construction from asparse matrix or from the sum of Bruhat representations.
author2 Calcul Algébrique et Symbolique, Sécurité, Systèmes Complexes, Codes et Cryptologie (CASC)
Laboratoire Jean Kuntzmann (LJK)
Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )
Université Grenoble Alpes (UGA)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )
Université Grenoble Alpes (UGA)
Arithmétiques des ordinateurs, méthodes formelles, génération de code (ARIC)
Laboratoire de l'Informatique du Parallélisme (LIP)
École normale supérieure de Lyon (ENS de Lyon)-Université Claude Bernard Lyon 1 (UCBL)
Université de Lyon-Université de Lyon-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-École normale supérieure de Lyon (ENS de Lyon)-Université Claude Bernard Lyon 1 (UCBL)
Université de Lyon-Université de Lyon-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-Inria Lyon
Institut National de Recherche en Informatique et en Automatique (Inria)
format Conference Object
author Pernet, Clément
Signargout, Hippolyte
Villard, Gilles
author_facet Pernet, Clément
Signargout, Hippolyte
Villard, Gilles
author_sort Pernet, Clément
title Exact computations with quasiseparable matrices
title_short Exact computations with quasiseparable matrices
title_full Exact computations with quasiseparable matrices
title_fullStr Exact computations with quasiseparable matrices
title_full_unstemmed Exact computations with quasiseparable matrices
title_sort exact computations with quasiseparable matrices
publisher HAL CCSD
publishDate 2023
url https://cnrs.hal.science/hal-03978799
https://cnrs.hal.science/hal-03978799/document
https://cnrs.hal.science/hal-03978799/file/quasisep.pdf
https://doi.org/10.1145/2930889.2930915
op_coverage Tromso, Norway
genre Tromso
Tromso
genre_facet Tromso
Tromso
op_source ISSAC'23: the 2023 International Symposium on Symbolic and Algebraic Computation
https://cnrs.hal.science/hal-03978799
ISSAC'23: the 2023 International Symposium on Symbolic and Algebraic Computation, Jul 2023, Tromso, Norway. pp.480-489, ⟨10.1145/2930889.2930915⟩
op_relation info:eu-repo/semantics/altIdentifier/arxiv/2302.04515
info:eu-repo/semantics/altIdentifier/doi/10.1145/2930889.2930915
hal-03978799
https://cnrs.hal.science/hal-03978799
https://cnrs.hal.science/hal-03978799/document
https://cnrs.hal.science/hal-03978799/file/quasisep.pdf
ARXIV: 2302.04515
doi:10.1145/2930889.2930915
op_rights info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.1145/2930889.2930915
container_title Proceedings of the ACM on International Symposium on Symbolic and Algebraic Computation
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