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Generalizations of the limited-memory BFGS method based on the quasi-product form of update

  1. 1.
    SYSNO ASEP0381640
    Druh ASEPJ - Článek v odborném periodiku
    Zařazení RIVJ - Článek v odborném periodiku
    Poddruh JČlánek ve WOS
    NázevGeneralizations of the limited-memory BFGS method based on the quasi-product form of update
    Tvůrce(i) Vlček, Jan (UIVT-O) SAI, RID, ORCID
    Lukšan, Ladislav (UIVT-O) SAI, RID
    Zdroj.dok.Journal of Computational and Applied Mathematics. - : Elsevier - ISSN 0377-0427
    Roč. 241, 15 March (2013), s. 116-129
    Poč.str.14 s.
    Jazyk dok.eng - angličtina
    Země vyd.NL - Nizozemsko
    Klíč. slovaunconstrained minimization ; variable metric methods ; limited-memory methods ; Broyden class updates ; global convergence ; numerical results
    Vědní obor RIVBA - Obecná matematika
    CEPGA201/09/1957 GA ČR - Grantová agentura ČR
    CEZAV0Z10300504 - UIVT-O (2005-2011)
    UT WOS000312354100008
    EID SCOPUS84868223108
    DOI https://doi.org/10.1016/j.cam.2012.09.027
    AnotaceTwo families of limited-memory variable metric or quasi-Newton methods for unconstrained minimization based on quasi-product form of update are derived. As for the first family, four variants how to utilize the Strang recurrences for the Broyden class of variable metric updates are investigated; three of them use the same number of stored vectors as the limited- memory BFGS method. Moreover, one of the variants does not require any additional matrix by vector multiplication. The second family uses vectors from the preceding iteration to construct a new class of variable metric updates. Resulting methods again require neither any additional matrix by vector multiplication nor any additional stored vector. Global convergence of four of presented methods is established for convex sufficiently smooth functions. Numerical results indicate that two of the new methods can save computational time substantially for certain problems.
    PracovištěÚstav informatiky
    KontaktTereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800
    Rok sběru2013
Počet záznamů: 1  

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