Local Attractors of Newton-Type Methods for Constrained Equations and Complementarity Problems with Nonisolated Solutions

For constrained equations with nonisolated solutions, we show that if the equation mapping is 2-regular at a given solution with respect to a direction in the null space of the Jacobian, and this direction is interior feasible, then there is an associated domain of starting points from which a family of Newton-type methods is well defined and necessarily converges to this specific solution (despite degeneracy, and despite that there are other solutions nearby). We note that unlike the common settings of convergence analyses, our assumptions subsume that a local Lipschitzian error bound does not hold for the solution in question. Our results apply to constrained and projected variants of the Gauss–Newton, Levenberg–Marquardt, and LP-Newton methods. Applications to smooth and piecewise smooth reformulations of complementarity problems are also discussed. © 2018 Springer Science+Business Media, LLC, part of Springer Nature

Authors
Fischer A.1 , Izmailov A.F. 2, 3 , Solodov M.V.4
Publisher
Kluwer Academic Publishers-Plenum Publishers
Language
English
Pages
1-30
Status
Published
Year
2018
Organizations
  • 1 Faculty of Mathematics, Technische Universität Dresden, Dresden, 01062, Germany
  • 2 VMK Faculty, OR Department, Lomonosov Moscow State University, MSU, Uchebniy Korpus 2, Leninskiye Gory, Moscow, 119991, Russian Federation
  • 3 RUDN University, Miklukho-Maklaya Str. 6, Moscow, 117198, Russian Federation
  • 4 IMPA – Instituto de Matemática Pura e Aplicada, Estrada Dona Castorina 110, Jardim Botânico, Rio de Janeiro, RJ 22460-320, Brazil
Keywords
2-Regularity; Complementarity problem; Constrained equation; Levenberg–Marquardt method; LP-Newton method; Newton-type method; Nonisolated solution; Piecewise Newton method
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