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Sensitivity of trust-region algorithms to their parameters
Authors:Nicholas I M Gould  Dominique Orban  Annick Sartenaer  Phillipe L Toint
Institution:(1) Computational Science and Engineering Departement, Rutherford Appleton Laboratory, Chilton, Oxfordshire, UK;(2) Département de Mathématiques et Génie Industriel, Ecole Polytechnique de Montréal, 2900, Bd E. Montpetit, H3T 1J4 Montréal, Canada;(3) Department of Mathematics, University of Namur, 61, rue de Bruxelles, 5000 Namur, Belgium
Abstract:In this paper, we examine the sensitivity of trust-region algorithms on the parameters related to the step acceptance and update of the trust region. We show, in the context of unconstrained programming, that the numerical efficiency of these algorithms can easily be improved by choosing appropriate parameters. Recommended ranges of values for these parameters are exhibited on the basis of extensive numerical tests. MSC classification: 65K05, 90C26, 90C30
Keywords:Unconstrained programming  trust-region methods  algorithmic parameters
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