1. Local Attractors of Newton-Type Methods for Constrained Equations and Complementarity Problems with Nonisolated Solutions.
- Author
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Fischer, Andreas, Izmailov, Alexey F., and Solodov, Mikhail V.
- Subjects
- *
CONSTRAINED optimization , *POINT mappings (Mathematics) , *ERROR analysis in mathematics , *PROBLEM solving , *STOCHASTIC convergence - Abstract
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. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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